{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 无风险响应函数和最优定价\n",
    "##### 相关参数\n",
    "$r_f:无风险利率$  \n",
    "$l_d:违约损失率（即用户发生违约平均损失本金百分比）$  \n",
    "$p_b:违约率（用户违约概率）$  \n",
    "$a,b:逻辑响应函数相关系数$  \n",
    "$r：利率$\n",
    "##### 逻辑响应函数\n",
    "$\\Large q(r)=\\frac{e^{a-br}}{1+e^{a-br}}$\n",
    "##### 最大支付意愿密度函数\n",
    "$\\Large w(r)=bq(r)(1-q(r))$  \n",
    "##### 最优利率\n",
    "$\\Large r=r_f-\\frac{q(r)}{{q(r)}'}+\\frac{(l_d+r_f)(p_b)}{1-p_b} $\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAGxCAYAAACOSdkqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC+FElEQVR4nOzdd3hURdvA4d/Zll5Ih5CQ0EsSSuhNpCkCoqCAIk1QEPAVsWH5FHl9AUWaIlUELCAWQKUHpHcSUughJCSE9N63ne+PhUikZTcJEJj7uvbK7ubMnJnNZvNkzswzkizLMoIgCIIgCI8gxf1ugCAIgiAIwv0iAiFBEARBEB5ZIhASBEEQBOGRJQIhQRAEQRAeWSIQEgRBEAThkSUCIUEQBEEQHlkiEBIEQRAE4ZGlut8NeNAZjUauXr2Kg4MDkiTd7+YIgiAIglAOsiyTl5dHrVq1UChuP+4jAqG7uHr1Kj4+Pve7GYIgCIIgWCAhIYHatWvf9vsiELoLBwcHwPRCOjo6Vlq9Op2OHTt20Lt3b9RqdaXV+yB52Pv4sPcPHv4+iv5Vfw97H0X/LJebm4uPj0/p3/HbEYHQXVy/HObo6FjpgZCtrS2Ojo4P5ZsbHv4+Puz9g4e/j6J/1d/D3kfRv4q727QWMVlaEARBEIRHlgiEBEEQBEF4ZIlASBAEQRCER5aYIyQIgiA8sgwGAzqd7n4347Z0Oh0qlYri4mIMBsP9bk6lq0j/1Go1SqWywm0QgZAgCILwyJFlmeTkZLKzs+93U+5IlmW8vLxISEh4KHPZVbR/zs7OeHl5Vei1EYGQIAiC8Mi5HgR5eHhga2v7wAYZRqOR/Px87O3t75gUsLqytH+yLFNYWEhqaioANWvWtLgNIhASBEEQHikGg6E0CHJ1db3fzbkjo9GIVqvF2tr6oQ2ELO2fjY0NAKmpqXh4eFh8mezhe1UFQRAE4Q6uzwmytbW9zy0RKur6z7Ai87xEICQIgiA8kh7Uy2FC+VXGz1AEQoIgCIIgPLJEICQIgiAIwiNLBEKCIAiCIDyyxKoxQahisixTpDOQX6LHaAQbjRJbjRK1UvwfIgiCcL+JQEgQKpHOYCTySjbH47IIj8/mUno+lzMKKdEbyxwnSeDpYI2viy3NvB1p6VuD9nVd8HCwvk8tFwRBKL9FixYxe/ZskpKSaNasGfPnz6dLly5ml+nUqdM9avHtiUBIECpIlmUOXkznj/BEdpxJIbvw1ss4JQkUkoTBKCPLkJxbTHJuMcfiMll5MA6AFj7OPNHMi0GtvPFwFEGRIAgPnnXr1jF58mQWLVpEp06dWLp0KX369OHMmTP4+vqaVebUqVM4Ozvf2w78iwiEBMFCxToD+5IkFnx1kEvphaXPO9uqaevnQhs/Fxp42uPvZoebvRU2aiUKhYTOYCSnSEdCZiGx6QVEXsnhxOVMTiXmEp6QTXhCNl/uOM/jjTx4pYs/bf1dxDJfQahi1y9h3w82aqVZv+MpKSl4eXkxf/58Vq1axdmzZ6lXrx5Lly6lc+fOVdhSk7lz5zJmzBjGjh0LwPz589m+fTuLFy9m5syZZpVZsmQJU6dOrfI234kIhATBTFq9kZ+Px7Pw74uk5imBQuytVAxoUYu+QTVp6+eC6g7zf9RKBW72VrjZW9HStwYDW9UGIDW3mJCzKWwIS+TE5Sx2nk1h59kUguvUYEqvhnSq73aPeigIj54inYGmH2+/L+c+M/0JbDXl/3N88uRJwHSpaenSpdSsWZMpU6YwbNgwYmNjy52hecaMGcyYMeOOx2zdurXMJS+tVktoaOhNwUvv3r05dOjQLeu4U5nDhw+Xq61VSQRCgmCGQxfT+b8/ThGTVgBADY3Mf3o34fk2dbC3qtivk4ejNcPa1WFYuzpcTM1j5cE4fj1xhdDLWQz79iiPNXTnw75NaOjpUBldEQShmoqIiECtVrNt2zb8/f0BmD59Oq1btyYxMZGIiAi2b9/O119/fcd6xo8fz+DBg+94jLe3d5nH6enpGAwGPD09yzzv6elJcnLyLeuwpMy9JAIhQSiHnCIdn/55mvUnEwFws9cwqVtdHNJO8XQ7X9Tqyv1Vqu/hwP+eDeSNHg1YtCeGH49cZu+FNA5eTOeVrnV5o0cDrNWW7asjCMLNbNRKzkx/4r6d2xzh4eEMHDiwNAgCsLKyKr0fGRlJy5Yt71qPi4sLLi4uZp37un9fypNl+a6X9ywpcy+I9buCcBeHLqbz5Px9rD+ZiEKCER3qsOutbgxr54uqin+DPBytmfZ0M0KmPEavpp7ojTKL98TwxPx9nIjLrNqTC8IjRJIkbDWq+3IzNxgIDw+nRYsWZZ4LCwvDzc0Nb29vIiMjOXv2LMHBwTRr1owLFy7csp4ZM2Zgb29/x9v+/fvLlHFzc0OpVN40kpOamnrTiE9FytxLIhAShNswGmW+2hXNsBVHScopxs/Vll/Hd2T6gACcbNT3tC3+bnYsH9GaZcODqelkzeWMQgYvPczs7efQGYx3r0AQhIdCUVER0dHRGAz/TOw2Go0sWLCAkSNHolAoiIyMxNfXl9DQUF5//XXmzp17y7rGjx9PeHj4HW+tW7cuU0aj0RAcHExISEiZ50NCQujYseMtz3OnMh06dLDkZahU4tKYINxCbrGON38OZ9e5VACGtPbh4/5NsavgPKCK6t3Miw71XJn25xl+D7vCN7tjOHIpk4UvtqSmk819bZsgCFUvKioKSZL48ccf6d69O87Oznz88cdkZ2fz0UcfUVJSglarZeLEiQAEBQWxc+fOW9Zl6aWxKVOmMHz4cFq3bk2HDh1YtmwZ8fHxjB8/vvSYhQsXsmHDBnbt2nXHMuPGjbPgVahcIhAShH+5klXIy6uOcyElH41KwWfPBDC4tc/9blYpB2s1cwY3p3tjD6aujyT0chb9vjrA1y+2pGM9sbJMEB5m4eHhNG7cmKlTp/Lcc8+RnZ1Nv379OHz4MM7OzoSFhdG0adPSlWMnT54kKCioUtswZMgQMjIymD59OklJSQQEBLBlyxbq1KlTekx6ejoxMTHlKpObm1up7TOXCIQE4QanEnMYveo4aXkleDhYsWJkGwJrO93vZt1S36CaBHg78tqPYZxJymXEimPMeDaQwW0enKBNEITKFRERQWBgIMOGDWPYsGE3fT8yMpKYmBh0Oh1ZWVmsWrWKrVu3Vno7JkyYwIQJE277/WnTpjFt2rS7ljEa7/+lfTFHSBCuORGXyQvLjpCWV0IjTwc2Tuz0wAZB19VxtWP9hI483bwWeqPMu79HMnv7OYxG+X43TRCEKhAeHn7HEZ6oqCgGDRpEmzZt6NmzJ7NmzcLNTYwU34kYERIE4ODFdMauPkGRzkBbPxe+HdUaR+t7OyHaUtZqJQuGtqCOqy1f/32Rb3bHEJ9ZxOzngsQSe0F4iMiyTFRUFB9++OFtj5kzZw5gyisklI8IhIRH3qGL6by86jgleiNdG7qz9KVgbDTVK4CQJIm3ejfCx8WWD9ZH8VfEVZKyi/h2ZGucbTX3u3mCIFQCSZLu+3yah5G4NCY80o7FZjJm9QlK9EZ6NPZg+YjqFwTdaHBrH75/uS0O1ipOXM7ixeVHycgvud/NEgRBeGCJQEh4ZJ2+msPLq45TpDPQtaE7i15qhZWq+gZB13Ws78Zv4zviZm/FmaRcXlh+hNS84vvdLEEQhAeSCISER9LV7CJeXnWc/BI97fxdWPpS8EMRBF3XyMuBn19tj6ejFRdS8hm69AjJOSIYEgRB+DcRCAmPnNxiHaNXHiclt4SGnvYsG9G6Wl8Ou536Hvb8Mq4D3s42XEovYPDSw1zJKrzfzRIEQXigiEBIeKRo9UZe+zGU8yl5eDhYsXJ023u+Xca9VMfVjnXj2uPrYkt8ZiFDl4mRIUEQhBuJQEh4ZMiyzPvrozh4MQNbjZLvRrXB2/nh35aidg1bfhnXgTqutlzJKmLYt0fEBGpBEIRrRCAkPDIW/n2R38OuoFRIfDOsFQHeD3ayxMrk5WTNj2PaUdPJmpi0AkZ8d4zcYt39bpYgCMJ9JwIh4ZGw90Iac3deAGD6gGY83sjjPrfo3vNxseXHse1wtdNw+mouL688TqFWf7+bJQiCcF9V20Bo5syZSJLE5MmTS5/78ssv8fT0xNPTk3nz5pU5/ujRowQHB2MwGO5xS4X77UpWIW/8fBJZhhfb+TKsXZ27F3pI1XO354cx7XC8lmdo3A+hlOjF74QgCI+uahkIHT9+nGXLlpXZbyUqKoqPP/6YtWvXsmbNGj744ANOnToFgE6nY/z48SxZsgSl8uFbHSTcXonewMSfwsgu1BFU24mP+zW9300yMeggOwESjsOlvRAdApf2QGIYZF0GQ9WN1DSt5cjK0W2x1SjZH53O279Gir3JBEEwy6JFi/D398fa2prg4GD2799f4TIzZ86kTZs2ODg44OHhwTPPPMP58+erqgulqt0WG/n5+QwbNozly5fz2WeflT5/9uxZgoKC6N69OwBBQUGcPXuWgIAAZs+eTdeuXWnTps39arZwn0z/6wwRV3JwtlXzzYut7t/eW5mxcHEnJByDpAjIiAb5DrsuK1RQww9qtYTabcC/K7g3BkmqlOYE16nBsuGtGbXyGH9FXKWmkzUfPNWkUuoWBOHhtm7dOiZPnsyiRYvo1KkTS5cupU+fPpw5cwZfX1+zypw6dQpnZ2cA9u7dy8SJE2nTpg16vZ4PP/yQ3r17c+bMGezs7KqsP9UuEJo4cSJ9+/alZ8+eZQKhwMBALly4QHx8PLIsc+HCBQICArh48SKrVq0iNDS0XPWXlJRQUvLPiprr+7rodDp0usqbXHq9rsqs80Fzv/u44eRVfjoajyTBnOcC8XJQ39ufYU4CiqhfUJz6DSkj+qZvywo1OHiBxg4UajDqoCQPCtKQDFrIuGi6Rf1qOt7JF2OjPhgDBoNXUIWDonZ+Tsx6thlv/36KZfsu4WGvZmSHspcN7/fPsKqJ/lV/lvRRp9MhyzJGoxGj8Q7/kDwAZFku/Xq9rSkpKdSqVYt58+axevVqzp49S7169Vi8eDGdO3eu8jbNnTuXl19+mZdffrn08fbt21m0aBEzZswwq8zixYt5//33kWWZLVu2lCmzYsUKvLy8OH78OF27dr1lvUajEVmW0el0N13xKe97oloFQj///DNhYWEcP378pu81adKEGTNm0KtXL8A0xNakSRN69uzJF198wfbt25k2bRpqtZoFCxbc9kWdOXMmn3766U3P79ixA1tb28rtEBASElLpdT5o7kcfkwvhyyglIPGEt5H86GNsuTkWqRRl+ifLuBREUz91C145J5EwfYgZUZJp34A0+6Zk2/qTa+NDsdoZpFtcnZaN2OgysS++So2CS7gWXMA1/zzKnHiUx5aiPLaUXOvaXHLvxRWXjhgUVha3XQ3085XYFK/kf1vOkXjxDC1cb75M9rC/T0X/qj9z+qhSqfDy8iI/Px+tVmt6UpZBX1RFrbtbg2zu+o9NXl5e6f2DBw8C8M033zBv3jw8PT358MMPGTZsGBERESgU5Zv1MmfOnJvm0/7bL7/8QseOHUsfa7VaQkNDef3118tsAPvYY4+xf//+W24Ke6cyBw4cuKl/1yUmJgKg0Whuu9msVqulqKiIffv2odeXnVJQWFi+BLLVJhBKSEjgjTfeYMeOHVhbW9/ymPHjxzN+/PjSx6tWrcLBwYEOHTrQqFEjjh8/zpUrVxg6dCixsbFYWd38B+T9999nypQppY9zc3Px8fGhd+/eODo6Vlp/dDodISEh9OrVC7X64Uzod7/6qNUbeW7pUXTGPDrXd2XB8FYoFJVzSelG/+6flBiK4u9PUcQfKj3GWKczxqChyA2fwsnaEUsX7Bu1Bcixe1GcWY90fiuOxVdokbCS5ukbMbYZh7HtOLBysKjuPrKM06Zz/HQsgZ8uqenVJZg2fjVu2ceHjehf9WdJH4uLi0lISMDe3v6fvyfaAhSz7s/lYePUK6aR4VuQZZm8vDwcHByQrgVLFy9eRK1Ws23bNvz9/QH43//+R9u2bcnLyyMiIoIdO3bw1Vdf3fG8b7zxBsOHD7/jMd7e3tjY/JNv7erVqxgMBvz8/Mr8TfTx8WH37t23/Dt5tzJAmf5d7/cnn3xC586dad++/W3bV1xcjI2NDV27dr0pNrhd8PRv1SYQCg0NJTU1leDg4NLnDAYD+/btY+HChZSUlJQZFktPT2f69Ons27ePo0eP0rBhQxo0aECDBg3Q6XRcuHCBwMDAm85jZWV1ywBJrVZXyQdJVdX7ILnXfZyz8xxnk/OoYatm7uAWWFlpqvR86uJ01Js/gdPrTU8oraD5UOgwCYV7w8pZkaB2hoABpltRNoSvgaNLkLIvo9w3C+WxJdD5TWj/GqjMHyGa/kwgqflaQs6kMGFtOBsndMLP7Z8P5of9fSr6V/2Z00eDwYAkSSgUin9GT8o5ilIVFArFbc9//XLY9fYCREREMHDgQOrVq1d63PVgRaFQcOrUKVq1anXXkSE3Nzfc3NzMbyugVCpvqv/GNppT5lZlJ06cSFRUFAcOHLhjPxQKBZIk3fLnX973Q7UJhHr06EFUVFSZ50aPHk3jxo157733bro2OHnyZN58801q167N8ePHy1wr1Ov1Yhn9Q+ropQyW7osBYObAIDwcbz16WClkI/5pO1EtmQDafECCFsPg8ffBqXbVndfGGTpMgHbj4PQG2Ps5pF+AnZ/Aie+g92fQpL9Zc4iUComvhrZk6PIjRCRk8/Lq42x4rRO2D/ffTkH4h9oWPrh6/85thvDwcEaOHFnmubCwMNzc3PD29iYyMpKsrCyCg4MpLi5mw4YNNGzY8KZ6ZsyYcds5Pddt3bqVLl26lD52c3NDqVSSnJxc5rjU1FQ8PT1vWYe5ZV5//XX+/PNP9u3bR+3aVfhZek21CYQcHBwICAgo85ydnR2urq43PR8SEkJ0dDTff/89AG3btuXcuXNs3bqVhIQElEoljRo1umdtF+6N3GIdU36JQJZhcOvaPBngVYUnS0K5YRxBV/aaHnu3hn7zoGbQnctVJoUSAp+DZs9C5DrYNR2yL8Mvw6FxP+g7xzQZu5xsNEqWjwjmmYUHuZRWwIQ1oSx/qWUVdkAQHiCSdNvLUw+SoqIioqOjy/wzbzQaWbBgASNHjkShUBAZGUmnTp0IDQ1lyZIlzJ07lyVLltxU1/jx4xk8ePAdz+ft7V3msUajITg4mJCQEJ599tnS50NCQhgwYMAt67hTmaeffrr0sSzLvP7662zYsIE9e/aUXvaratUmECqvoqIiJk2axLp160qH07y9vfn6668ZPXo0VlZWrF69usw1T+Hh8Mkfp0nMLsLXxZaP+zeruhNd2AEbXkVRlIVe0iD1mo6y/aumwOR+UCihxYvQdAAcmGe6ndsEcfvhyVnQ/IVyjw55OFjz7cg2PLfkEAcvZjB98znai9RbgvDAiIqKQpIkfvzxR7p3746zszMff/wx2dnZfPTRR5SUlKDVapk4cSJgSiWzc+fOW9bl4uKCi4uL2W2YMmUKw4cPp3Xr1nTo0IFly5YRHx9fZo7uwoUL2bBhA7t27bpjmXHjxpWWmThxImvWrOGPP/7AwcGhdATJycmpSv9mV+tAaM+ePTc9Z2Njc8sETGPHjmXs2LH3oFXC/bAp8iobTiaikGDekBbYW1XBW9tohH2zYc9MQEb2DGSvyzC6thmL8n4FQTfS2EH3j0wB0R+TICkcNr4Gp36H/l+Bk/ddqwBTwsWvhrbklR9O8PPxK5T4SfSt2pYLglBO4eHhNG7cmKlTp/Lcc8+RnZ1Nv379OHz4MM7OzoSFhdG0adPSgYCTJ0+WST5cGYYMGUJGRgbTp08nKSmJgIAAtmzZQp06/6TfSE9PJyYmplxlrk9qXrx4MQDdunUrc76VK1cyatSoSu3DjaplZmlBuFFGfgn/t9GURXzS4/UJrlOj8k+iLTRdctozA5Ch9Rj0o7eTb12r8s9VUV6BMHYX9Jxmmrh9cScs7WL6Wk49m3ryQR/TCpqNcQr2XEirosYKgmCOiIgIAgMDGTZsGImJiRQUFLBu3To8PEz7J0ZGRhITE4NOpyM1NZVVq1YxYcKESm/HhAkTiIuLo6SkhNDQ0JtS0kybNo24uDizysiyfMtbVQZBIAIh4SHw6V9nyCrU0djLgdd7NKj8E+Snwer+pstNSg08vRD6zTXdf1ApVaZVZK8dNCVfLMyAH5+Dvz8DY/kWCozt4s/gYG9kJCb/Esm55PItRRUEoeqEh4ffcYQnKiqKQYMG0aZNG3r27MmsWbPMXhn2qBGBkFCt7Tqbwp8RV1FI8MVzQaiVlfyWzroMK3pB4gmwdoYRf0CrO+fdeKC4NYAxIdB6DCCbLu19PwDyku9aVJIkPunXhAaORgpKDIxZdYK0vJK7lhMEoWrIskxUVNQdA6E5c+Ywffp0wsPDiYyMpEePHvewhdWTCISEaiuvWMeHG0yXxF7pUpeg2s6Ve4L0aFjZB7JiwdkXxu6EOh3vXu5Bo7Y2jWANWgEae9Mk6qVd4cqJuxbVqBSMbmjEz9WWxOwixv1wQuxWLwj3iSRJ5Obm8tRTT93vpjxURCAkVFuztp4jObeYOq62TO55c46MCkk9ZwqCchPBrRG8vMM0ulKdBT4Hr+4Bj6aQnwKr+kLUb3ctZqeGZS+1xNFaRVh8Nu+vjyrd/0gQBKG6E4GQUC0dvZTBT0fjAZg5MBAbTSWu2kq/CN8/DQVp4BkIo7eAY83Kq/9+cmsAY3ZAwydBXwy/j4E9s0z7LN2Bv5sd3wxrhVIhsT4skeX7L92jBguCIFQtEQgJ1U6xzsDU9aYs4y+09aFjvUqcCJgVZ5oYnZ8CngEw8k+we8gmGlo5wNA10GGS6fGemaaASHfnDSe7NHDn//qaVpLN3HqOv8+lVHVLBUEQqpwIhIRqZ/GeGGLTC/B0tGJqn0rcJLEgA34YCHlXwb0xDN8ItuYnG6sWFEp44n/w9NegUJlyDX3/DBRl3bHYyI5+vNDWF1mG/6wNJzrl5h2jBUEQqhMRCAnVyuWMAhbvNSXp+qR/M5xsKmkzLF0R/PwCZMaAk68pCLJ3r5y6H2StRpj6au0ECUfguz6Qe/v9liRJ4tOnm9HO34X8Ej1jVp8gq0B779orCIJQyUQgJFQbsizzyZ+n0eqNdGngRp/K2kvMaIQN4yDhqCkgGPbrwzMnqDz8u8DoreBQE9LOworekHbhtodrVAoWvxSMj4sN8ZmFvPZTKDqD8R42WBAEofKIQEioNnacSWHP+TTUStOohGTG7up3FPJ/cOYPU4LEoWvAo3Hl1FudeDYzTaJ2bQA5CfDdE3dcXu9ip2HFyDbYaZQcuZTJJ3+eFivJBEGolkQgJFQLRVoD0/86A8CrXetS192+cio+uhQOLzTdH7AI/DpXTr3VkbMvvLwdarWCokxY3R8pbt9tD2/o6cBXL7REkmDN0Xh+OHL5HjZWEAShcohASKgWFu6OJjG7CG9nGyY9Xkn5fGL+hm1TTfd7fAJBz1dOvZVAlmVytbmkFKRwOfcyV/KukFaYRomhijM727nCyL+gXnfQFaJc9yIeuZG3PbxHE0/ee9I0gvbpX2c4EJ1ete0TBEGoZNV693nh0XApLZ9l+0x5az7u37RycgZlJ8BvY0A2QsuXTPty3SeFukLCUsOISo/ibMZZYnNiSS5IpthQfMvjnaycqGVXi3rO9ajvXJ/m7s0JdA/ESmlVOQ2ysocXfoZfRyGd30K7S/Mwng+CgAG3PHxc17pcSM5j/clEJvwUyh+TOuPvZlc5bREEQahiYkRIeKDJssy0v86gM8h0a+RO76aeFa9UXwK/jDBd/qnZAp6aA5U136icsouz+eX8L4zdMZbOP3fmtZ2vsSh8EbsTdhOXG1caBCklJXZqO2xUNkiY2phTksPZzLNsurSJ+WHzGb19NB3WdOCVHa/w09mfSMpPqngDVVYw+HuMTQagkA0o178Mp9bf8lBJkpgxMJCWvs7kFusZs/o4OUW6irdBEIQH1qJFi/D398fa2prg4GD2799f4TLTpk1DkqQyNy+vSloUcwdiREh4oO0+n8q+C2lolAqm9a+kCdJb34OrYWBTA4b8YNqL6x6QZZnwtHB+OvsTuy7vQi/rS79Xy64WwZ7BNHVtSv0a9fG288bDzqPMKM/1y2Wphakk5CUQkx3D2cyzhKWEkVGcwZGkIxxJOsKsY7MI9gymf93+PFX3KWxUNpY1WKnG8MxSEpPT8ck6aEq6qC+BFi/cdKi1WsnS4cEMWHiQS2kFvL72JN+NbI2qsjfBFQThvlu3bh2TJ09m0aJFdOrUiaVLl9KnTx/OnDmDr6+vWWVOnTqFs7Nz6XHNmjVj586dpY+VykrcNeA2RCAkPLB0BiOfbT4LwOjOfvhVxuWWkz9B6EpAgkHfmiYIVzFZljl89TDfhH9DZPo/822auDShj38fuvt2x9fB965BniRJOFk54WTlRIMaDeju2720/tjcWPZf2c/uhN2EpYQRmhJKaEoo88LmMbjhYF5o/ALuthbkRVKoCKvzCt51/FGE/wgbXzNtzdF69E2HejhYs3xEa55fcph9F9KYufUc/9evqfnnFAThjlJSUvDy8mL+/PmsWrWKs2fPUq9ePZYuXUrnzlW/4GPu3LmMGTOGsWPHAjB//ny2b9/O4sWLmTlzpllllixZwtSpU0uPU6lU92QU6EYiEBIeWD8eucyltAJc7TRMerx+xStMioDNU0z3u70P9XtWvM67OJtxls+Pf05oSigAGoWGfvX68WLjF2nk0qhSziFJEnWd6lLXqS4jm40kuSCZTZc28duF30jMT2R51HJWnl7JU/5PMbrZaOrXMPO1lBQY+sxFobGFY8tg02QwaKHduJsODfB2Ys7g5kz4KYwVB2Jp6GnPkDZVH2wKQkXJskyR/s7bzFQVG5WNWaPdJ0+eBEyXmpYuXUrNmjWZMmUKw4YNIzY2FoWifCOxM2bMYMaMGXc8ZuvWrXTp0qX0sVarJTQ0tEzwAtC7d28OHTp0yzruVObw4cNlnouOjqZWrVpYWVnRrl07ZsyYQd26dcvVH0uJQEh4IGUVaJm/MxqAt3o3wsG6ghmkS/Lh19Gm0YwGvaHrO5XQytvL1ebyVdhX/HL+F2RkNAoNgxsNZkzgGNxsqnbvMi87L8YGjmVUs1HsTtjN96e/JzwtnD9j/mTTpU08Xe9pJraYiJedGf91SQro8wWorOHQV7D1XTDqocPEmw59KrAmk3s2YP7OaD7aeAp/N3va+j+kW5UID40ifRHt1rS7L+c++uJRbNW25T4+IiICtVrNtm3b8Pf3B2D69Om0bt2axMREIiIi2L59O19//fUd6xk/fjyDBw++4zHe3t5lHqenp2MwGPD0LDtf09PTk+Tk5FvWUd4y7dq14/vvv6dhw4akpKTw2Wef0bFjR06fPo2rq+sd21kRIhASHkgLdkWTU6SjsZcDQ9r4VLzC7R+Yts9wqAXPLoVy/sdkiQOJB/jk0CekFqYC0Me/D1OCp5gXeFQClUJFrzq96FWnF5FpkXx36jt2xe9i48WNbI3dyrAmwxgTOAZHjWP5KpQk6DXdlHhy/5em11SWoeOkmw79T/cGRKfkszkqifE/hvLHxE74uJT/g14QhNsLDw9n4MCBpUEQgJXVP/MJIyMjadmy5V3rcXFxwcXFsn9S/j2CJctyuS7v36lMnz59Su8HBgbSoUMH6tWrx+rVq5kyZYpF7SwPEQgJD5yLqXmlyfk+7tcUpaKCE6TPboKw1YAEzy6pso1USwwlzD4+m3Xn1wFQx7EOn3T4hDZebarkfOYIcg9i/uPziUiLYO6JuYSlhvHdqe/4Pfp3JreazMAGA1FI5QgOJQm6f2QaIdr3Bez4EGQDdHqjzGEKhcSXzzfncmYBpxJzeeX7E/z+WkfsrMRHjvBgslHZcPTFo/ft3OYIDw9n5MiRZZ4LCwvDzc0Nb29vIiMjycrKIjg4mOLiYjZs2EDDhg1vqseSS2Nubm4olcqbRn9SU1NvGvGpSBkAOzs7AgMDiY6OvmMbK0os6RAeOJ9tPovBKNOziScd61fwMlJeMvz5uul+x0lQ97GKN/AWLudeZtjmYaVB0EtNXuLX/r8+EEHQjZq7N2fVk6v4uvvX1HOqR05JDp8e/pRR20ZxMeti+SqRJOj+ITx27Xp/yMdwYN5Nh9lolCwf0Rp3ByvOJecxeV04RqPYhkN4MEmShK3a9r7czJkfVFRURHR0NAaDofQ5o9HIggULGDlyJAqFgsjISHx9fQkNDeX1119n7ty5t6xr/PjxhIeH3/HWunXrMmU0Gg3BwcGEhISUeT4kJISOHTve8jx3KtOhQ4fb9rWkpISzZ89Ss2bV7v0o/j0THij7LqSV7if2Yd8mFavMaISNE0z5grwCofv/VU4j/+Xg1YO8f/B98nX51LCqwawus+jofesPhAeBJEl08+lGZ+/OrD23lq9Pfs3J1JM8/9fzjA4YzatBr2KtKkdKgcffN40M7ZkBO6eZklN2eavMITWdbFg2PJghy44QciaFOSHneeeJR3AvN0GoJFFRUUiSxI8//kj37t1xdnbm448/Jjs7m48++oiSkhK0Wi0TJ5rm7wUFBZVZjn4jSy+NTZkyheHDh9O6dWs6dOjAsmXLiI+PZ/z48aXHLFy4kA0bNrBr1647lhk37p9FF2+//Tb9+/fH19eX1NRUPvvsM3Jzc28a/apsIhASHhhGo8zMrecAGN7er+LZiY8tg5hdpgm+g1aYkgRWIlmWOVR8iG17t2GUjbT0aMnsrrPxtKuEpI/3gEqhYnjT4fT07cmMYzPYk7CH5VHL2XF5BzM6zyDIPejulXR7zxQM7f4Mdk03BUP/moje0rcGnw8K5M11EXyzO4aGng4MaOF9mwoFQbiT8PBwGjduzNSpU3nuuefIzs6mX79+HD58GGdnZ8LCwmjatGnpyrGTJ08SFFSO32UzDBkyhIyMDKZPn05SUhIBAQFs2bKFOnXqlB6Tnp5OTExMucrk5uYCcOXKFV544QXS09Nxd3enffv2HDlypEy9VUEEQsIDY2N4ImeTcnGwVvF69woul087b7pkA9D7M3CvnKXq1xllI1+GfcmW4i0APFv/Wf6v/f+hVlZwddt9UNO+Jl93/5pd8buYcWQGl3MvM2LrCMYGjuXlpi/fvYLH3jFdLvv7v/D3Z6YJ1I+9W+aQZ1vW5nxyPkv2xvDOb5HUcbWjhY9z1XRIEB5iERERBAYGMmzYMIYNG3bT9yMjI4mJiUGn05GVlcWqVavYunVrpbdjwoQJTJgw4bbfnzZtGtOmTbtrGaPRWHr/559/rtQ2lpeYIyQ8EIp1BubsuADAa93qUcNOY3llRgP8MREMJaZcQW3GVlIrTXQGHVP3T2Xt+bUATG45mU87flotg6Ab9fDtwfoB63nK/ykMsoGlkUsZtWMUqYbUuxfu+rZp41qA3f+DPbNuOuSdJxrRs4kHWr2RV78/QXLOrfdSEwTh9sLDw+84whMVFcWgQYNo06YNPXv2ZNasWbi5VW3KjupOBELCA+GHw5dJzC7Cy9Galzv5373AnRxdCleOg8YB+i+o1H3EtAYtb+55k62xW1FJKp6zfY4RTUZUztYfDwAnKyc+7/o5sx+bjaPGkbOZZ1mUt4hfo39Flu8y0bnLFOj5qen+npmwe4ZpdOgapUJi/tCWNPJ0IDWvhFd/OEGR1nCbygRB+DdZlomKirpjIDRnzhymT59OeHg4kZGR9OjR4x62sHoSgZBw3+UU6li427RiaUqvhlirK7C3TGas6RINQO/p4FS7ElpoUqwv5j+7/8PeK3uxUlox/7H5tNC0qLT6HyRP+j3JhgEb6FizI3r0zDw+k7f3vk2eNu/OBTtPhl7XXv+9n5tGh24IhuytVHw7sjU1bNVEXsnhnd8ixEoyQSgnSZLIzc3lqaeeut9NeaiIQEi47xbtvUhOkY6GnvYMCq5A4CLL8Nd/QFcIfl2g1ahKa6POoGPy7skcTDyIjcqGRT0W0bHWg7syrDJ42Hrwdbev6WPdB5VCxY7LO3j+r+c5lX7qzgU7/Qd6/890f99sU2B6QzDk42LLkpeCUSkkNkUm8cX281XYC0EQhDsTgZBwX13NLmLlwTgA3nuyccWSJ4athth9oLKBp7+qtOzRRtnIhwc+5ODVf4KgtjXbVkrdDzpJkuhk3Ynven6Ht703ifmJDN86nB/O/HDnS2UdJ8ET1zZf3D8Hdn1aJhhqV9eVWYNMw/tL9sbw/eG4KuyFIAjC7YlASLiv5oVcQKs30tbfhe6NPSyvKCcRdlzLE9T9I3CpnE36ZFlm1rFZbI0zzQma120erb1a373gQybALYBf+v9Crzq90Bv1fHH8C97Z9w6FusLbF+owwbQ/GZgSLu78pEww9Fxwbd7qZcp2+8mfp9l++tb7FAmCIFQlEQgJ983F1Dx+D7sCwPt9GldswvGWd6AkF7xbQ/vXKqmFsCxyGWvPmVaH/a/z/+jk3anS6q5uHDWOzHlsDu+3fR+VpGJ73HZe3PwisTmxty/Ubhw89aXp/sEFEPJ/ZYKhSd3r80JbH2QZ/rP2JKGXs6q4F4IgCGWJQEi4b+aGXMAoQ++mnrT0rWF5Ree2wPnNoFDBgIWgqMBk6xv8cv4XFoYvBGBq26k8VffBm6Aoa7UY8vPRZ2VhyM1F1mrvvrqrAiRJ4sUmL7LyyZW427gTkxPDC5tfYNflXbcv1PaVf4KhQ1/Djo9KgyFJkvjvgAC6N/agRG9k7OrjXErLr7L2C4Ig/JtIqCjcF6cSc9gSlYwkwVu9K5DsUFsAW98z3e8wCTwquC3HNXsS9vDZkc8AGBc0jmFNbk5cdq/IRiPa2FiKTp6k+PwFtDExaBOvYEjPwFhQcNPxkrU1Knd31J6eaPz90PjXxbpZM6ybNUNpX8Fs3de08GjBL/1/4a09bxGWGsbkPZMZEzCG11u+jvJWgWjbV0wZqDdPgcMLTRmon5gBkoRKqWDhiy0ZuuwIkVdyGLnyGOtf64S7Q+VmAhcEQbgVEQgJ98WcHaaVQk83r0UjLwfLK9r3JeTEg5PPTdmMLRWTHcPU/VORkRnUYBATW0yslHrNYSwoIH/vXvJ276Fg/34M2dnlLisXF6NLSECXkEDhiRP/fEOSsG7SBLuuXbDv2hWboCAkleUfAW42bnz7xLfMC53HD2d+YMWpFZzOOM3nXT/HxfoW+xe1GWMKhjZNhiOLTMHQk7NAkrDVqPhuVBsGLjpEfGYhY1YfZ+0r7cVu9YIgVDnxKSPccyfiMtl9Pg2lQuLNng0tryjtvOlSC0Cfz0FT8dGOnJIc/vP3fyjQFdDaszUftv/wniVLlGWZorAwsn/9jdwdO5AL/5mILFlbYxMYiHVAAFb16qL29UXl5o7KpQaSjQ2SWo2s1yMXFWHIyUGflobu6lW0sbGURF+k6PQp9FeTKD5zhuIzZ8hYshSFoyP2nTvh2K8/9l06I6nNz4ytVqh5t827BLoF8smhTziSdIShm4Yy//H5NHVtenOB1qNNwdBf/4GjS0xZwJ+aDZKEm70Vq19uy8BFB4m8ksPENWEsG94ajUpcwRcEoeqIQEi4p2RZZva1vDGDW9fGz9KNVWUZNr8FRh00fBIaVXz+jt6o59197xKfF08tu1rM6TYHtaLqt82QjUbytm8n47uVFEdFlT6v9vXFoVdPHLp1w6ZFi7sGKpJGAxoNSicnNL6+EBxc5vu61FQKDh2iYN9+Cg4exJCTQ+6WreRu2YrS1RWnfv1wevYZrBubvzt8H/8+1Heuz+Tdk4nPi2fE1hF80uET+tfrf/PBwSNNwdCfr8Px5aaRoae+BIUCfzc7Voxqw4vLj7DnfBpv/RrB/CEtKpZWQRAE4Q5EICTcUwcupnM0NhONUsHr3RtYXlHUrxC335QzqM/nlbKNxoKwBRy6eggblQ0Lui+49eWdSiTLMvm7d5M2fwElF0z7rEkaDY5P98d54CBsWrao1NEotYcHzs88g/MzzyAbDBRFRpK3fQc5f/2FISODzNWryVy9GuuAAFxGjcLxid5m1d+gRgPW9lvL1H1T2Z+4nw8OfMCZjDNMaT3l5oCy1XBTMPTHRDixApDhqTmgUNDKtwaLXwrmldUn+CviKo7WKj57JuCh2cZEEIQHixhzFu6ZG0eDhrX3pZazjWUVFefA9g9N97u+DTX8Kty2TZc2ser0KgD+2+m/NHYxf1TEHCXR0cSPGs2VCRMpuXABhYMDbhMnUn/Pbmp99hm2rVpW6R9+SanEtmVLPKe+R4M9u6m9eBEOTzyBpFZTfOoUV99+m4u9nyBr1SoUReXfHNVR48jCHgsZFzQOgB/P/sirO14loyjj5oNbDoNnFgMSnPgONr8J13aifryRB/OGtECS4Kej8aXvG0EQHgyLFi3C398fa2trgoOD2b9/f4XL6PV6PvroI/z9/bGxsaFu3bpMnz69zA71VUEEQsI9E3ImhcgrOdhqlEzoVt/yivZ+AQWp4NoAOr5e4XbFZMfw6SHTZqGvBL7CE35PVLjO2zGWlJA6Zy6Xnh1I4dGjSFZWuL76KvV3huD++iRULlU7CnUrklqNw+OPU3vBfOrv3YPb65NQurqiT0oiY85c/GfOJOOrr8s9YVshKZjUchLzu83HVmXLiZQTDNk0hNPpp28+uMUL8OxS0+hQ6CrY9EZpMNS/eS3+90wgAIv2xLB0b0wl9VgQhIpYt24dkydP5sMPP+TkyZN06dKFPn36EB8fX6Eyn3/+OUuWLGHhwoWcPXuWL774gtmzZ/P1119XaX9EICTcE7IsM39nNACjOvpZvjQ6Pdo0yRagzyxQVWyJdbG+mLf3vk2xoZgONTswqeWkCtV3J0VRUcQOGkTG8uWg1+PQqyd1N2/GY8qbKJ2cquy85lC5uOA+cSL1/95Fzf99hqZ+PZQlJWQtX87Fnr1I++prDLm55aqrR50erO27Fj9HP1IKUxixdQQbL268+cDmQ/4JhsK+h79eLw2GXmzny3tPmkbnZm49x49HLldWVwWh2kpJSUGSJBYsWEDLli2xtramWbNmHDhw4J6cf+7cuYwZM4axY8fSpEkT5s+fj4+PD4sXLza7zJIlS0qPOXz4MAMGDKBv3774+fnx3HPP0bt3b07cuPq1CohASLgnQs6kcCYpFzuNkle6VGD7i+0fglEPDZ6A+j0r3K7Zx2dzMfsirtauzOgyA4VU+b8SsiyT8d1K4l54Ee3FGJRubtT+ZiG1v/4aTW3vSj9fZVBYWeE8aBA+69eTOGI4moYNMebnk75oERd79CR98WKMRUV3raeuc13W9F1Dt9rd0Bq1/N/B/2PG0RnojLqyBwYNhoHLTcHQyR/hz0mmFWXAa93q8Vq3egB8tPEUPx+7/X+dgmApWZYxFhbel5u5SVBPnjwJmC41zZs3j4iICPz8/Bg2bJhZl5FmzJiBvb39HW//vnyl1WoJDQ2ld++ycwh79+7NoUOHbnmeO5U5fPhw6ePOnTuza9cuLlybMxkREcGBAwd46qmqTWZbbSZLz5w5k/Xr13Pu3DlsbGzo2LEjn3/+OY0a/ZOM78svv2T27NkATJ06lTfffLP0e0ePHmXChAkcO3YMpbJyMg8L5VNmNKiTHzXsNJZVFB0C0dtNGaSfmFHhdm2P284vF35BQmJml5m42bhVuM5/M+TmcvXd98jfswcAhyeewGvaJ6hqVCCT9j0kSRIFzZrh89ZbFO/ZS/rCrymJvkjagq/IWvsz7pMn4zTgaaQ7/E45aBxY0H0BSyOWsihiEWvPreV85nnmdJtT9jUPfM406f33VyD8J1PAO+AbUKp594lGlOiMfHcwlvc3RKFSKnguuPY9eAWER4VcVMT5VsF3P7AKNAoLRbK1LffxERERqNVqtm3bhr+/PwDTp0+ndevWJCYmEhERwfbt2+96SWn8+PEMHjz4jsd4e5f9Zy09PR2DwYCnp2eZ5z09PUlOvvV+geUt895775GTk0Pjxo1RKpUYDAb+97//8cILL9yxjRVVbQKhvXv3MnHiRNq0aYNer+fDDz+kd+/enDlzBjs7O6Kiovj444/ZtGkTsizTr18/evXqRUBAADqdjvHjx7Ns2TIRBN0Hu86llY4Gje1s4WiQQQfbPzDdbzce3Cowxwi4kneldF7QmMAxdKjVoUL13UrJpViuTJiANi4OSaPB84MPcB4yuFqufpIUChyf6I1Dr57kbt5C2rx56K5eJemDD8hcvRqPd9/BvtPt92FTSApea/EajV0a88GBDwhLDWPIpiHM7zafQPfAfw4MGGQaFfptDESug6IseH4VksaO/+vXBIPRyOrDl3nntwhUColnWj6YI2qCUJXCw8MZOHBgaRAEYGX1zzSByMhIWrZsedd6XFxccLFwXuK/P8dkWb7rZ9vdyqxbt44ff/yRNWvW0KxZM8LDw5k8eTK1atVi5MiRFrWzPKpNILRt27Yyj1euXImHhwehoaF07dqVs2fPEhQURPfu3QEICgri7NmzBAQEMHv2bLp27UqbNm3uep6SkhJKSkpKH+demw+h0+nQ6XS3K2a263VVZp0PGp1OhyzDgr8vAjC8vS/2GsmiPiuOLUWZfgHZ1g19xylQgddNZ9Txzt53yNPlEeQWxCvNXrGoTXf6GRYePkLyW29hzMtD5eVFza8WYNWkCXq93uJ23w+36qPtk0/g83g3ctauJWvZckrOnydhzFjsunXD7d13UfvcfqSmc83OfP/E90zZN4W43DhGbhvJ+23e55l6z/xzUMN+SM9/j3L9WKToHRhXP41h8BqwdeHDPg3R6g2sPX6FKb+EIxsN9AuqWan9e5g87P0Dy/po+mySMRqNpZeSZCsrGpw4XiVtvBvZyuq2l7SuXza73l4wBUIjRowoU+bEiRO4ublRs2ZNIiIiyMzMJDg4mOLiYn7//XcaNrw5ee3MmTOZOXPmHdu2efNmunTpUvrYxcUFpVLJ1atXy5w/JSUFT0/PW/bjTmU8PDxK+/fOO+/w3nvvlY5SNWvWjLi4OGbOnMnw4cNv2T6j0Ygsy+h0upsGOsr7nqg2gdC/5eTkAJRGs4GBgVy4cIH4+HhkWebChQsEBARw8eJFVq1aRWhoaLnqnTlzJp9++ulNz+/YsQNbM4YuyyskJKTS63yQnMqSOJecj5VCxqcwmi1bos2uQ6PLpefZ/6EEIlz7c/nvik0I3Fm0k1Mlp7CWrOml7UXItor9DP79M3QIO4nXr78iGY0U+dXh6vDhnImNhdg77NL+gLvl+9TDA8Wbk3Hd9TfOhw9TsGcPeQcOkPXYY2R2ewxZc/tLoC9JL/G7+nfO6s4y/eh0tp3cxlM2T6GS/vlIquH/Nu0vzUWTeIKCxd04VO8dijWutFVCnIeCw6kKpvwaSejJcNq4V2yj2Yf99/Bh7x+Y10eVSoWXlxf5+flotdoqbFU55eWV4xDTMUVFRURHR1NQUFD6j7rRaGT+/PkMHTqU/Px8IiIiCA4OZteuXXz33Xd8/vnnzJs376Y6X3zxRfr06XPH89asWbP0PNe1aNGCLVu20KNHj9LnduzYQZ8+fW46tjxlrvevoKCAkpKSMnXodDr0ev1t69VqtRQVFbFv376b/tEsvCE7/51IclVuVV1FZFlmwIABZGVllZnItWTJktIf9ptvvsn48ePp2bMnkyZNQq/XM23aNNRqNQsWLKBr1663rPtWI0I+Pj6kp6fj6OhYaX3Q6XSEhITQq1cv1BZsbVAdaLVanpi7mysFEuO7+vNWL8sSKCq2vo0ybBWyRwD6MbsqtLv86YzTjNoxCoNsYFanWfSuY17SwBvd6meYtXo1GV/OAcC+Tx88P/uvKeNzNVXe96n20iXSZsyk6OhRAFS1auH27jvYde9+2+Fyo2zku9PfsThyMTIyLdxb8EXnL8rOG0o7j2rt80h5V5EdaqF/4Vdwb4TRKPPRn2f4NTQRSYL/Pt2UIa3NnzP0sP8ePuz9A8v6WFxcTEJCAn5+flhbW1dxCytGlmXy8vJwcHBAkiSOHTtGly5dqF+/Pt9++y3Ozs588sknnDx5kuPHj2NjY0NgYCDnzp1DoVBw6NAh5s2bx6+//lppbVq3bh0jR45k0aJFdOjQgeXLl/Ptt98SFRVFnTp1APjmm2/YuHFjaYB6uzKRkZG4uLjg4ODAyy+/zK5du1i8eDHNmjXj5MmTjB8/ntGjRzNr1qxbtqW4uJi4uDh8fHxu+lnm5ubi5uZGTk7OHf9+V8sRoUmTJhEZGXnTUsHx48czfvz40serVq3CwcGBDh060KhRI44fP86VK1cYOnQosbGxZa6pXmdlZXXL59VqdZV8kFRVvQ+CXWdTuVIgYadR8upj9S3rZ9p5OPkDANJTn6O2svxDq8RQwidHPsEgG3jS70n61u9rcV03UqvVqFQq0hctIuPrhQC4jB6NxztvIykejoWZd3ufqhs1wnbVSvJ2hJAyaxb6q1dJnvwmdp064fnhh1jV9b9luddavkYz92ZM3TeV8LRwXtr2EnMfn0tz9+amA2oFwNgQ+OFZpPQLqL/vC8N+BZ+2fD6oOTYaFd8fvsxHf5xBZ4TRnW59nor2r7p72PsH5vXRYDAgSRIKhQLFA/47ev1S0vX2RkZG0rhxY6ZOncrgwYPJzs6mX79+HD58GBcXF8LCwmjatCmqaxsqR0RE0Lx580rt5wsvvEBWVhafffYZSUlJBAQEsGXLljJzljIyMoiJiSk97+3K+Pn5kZubiyRJLFy4kP/7v/9j0qRJpKamUqtWLcaNG8fHH3982/YrFAokSbrlz7/c73m5mpk0aZJcu3Zt+dKlS3c8Li0tTfb395cTEhLkP/74Q27Tpk3p99zc3OTIyMhynS8nJ0cG5JycnAq1+9+0Wq28ceNGWavVVmq9Dwqj0Sj3mb9XrvPeJnnm5tOWV7RmqCx/4ijLa16ocJvmHJ8jB6wKkB/7+TE5qyirwvVd/xmWlJTIKXPmymcaNZbPNGospy1eUuG6HxSWvE8NBQVyyvz58tmAQNNrEhAop3w5RzYUFt62TFxOnDxgwwA5YFWA3PL7lvJv538re0BBhiwv6256L/zXU5bPbZFl2fQ++9/mM3Kd9zbJdd7bJC/afbHK+1edPOz9k2XL+lhUVCSfOXNGLioqqsKWVQ6DwSBnZWXJBoNBlmVZnjBhgvzCC7f/PFy5cqXctGlTWavVyikpKXLr1q3ltLS0e9Vcs/27f+a608+yvH+/H+xQ+AayLDNp0iTWr1/P33//XSbyvJXJkyfz5ptvUrt2bQwGQ5lJU3q9HoPBUNVNfqTtPJvKmaQ8rBQyozvWsaySuINwfgtISug5rULtCU8NL91C45MOn+Bs7Vyh+m6UtWw5GcuWAeD5/lTcxo+rtLqrI4WtLR5vvEHdTX9h/9hjoNORsXw5l/r2I+/vv29Zpo5jHX7q+xO96vRCZ9Qx7fA0ph+ejtZwbf6GrQuM/BPq9wJ9Efz8IhxdiiRJvN+nMf/pYbrs+vm2c3yx7ZzZeVkEoboIDw8nKCjott+Piopi0KBBtGnThp49ezJr1izc3Co/NcjDpNpcGps4cSJr1qzhjz/+wMHBoTT3gJOTEzY2ZfesCgkJITo6mu+//x6Atm3bcu7cObZu3UpCQgJKpbJM/iGhcsmyzPydpoRYXbxkXCzJGyTLsOMj0/3gkeB+84qH8irSF/HRwY+QkXm63tM87vu4xXX9m/OhQ2T+8SdgCoJcqnCJpzm0xXpy04vIzyqhILsEbZEBbYke2WgKEJQqBdZ2aqzt1aVfndxt0FhX3keCpk4dai9ZTP7ff5P8v/+hu3qVKxMmYt+9O54ffHBTMkk7tR1zHpvDilMr+CrsK3698CsXsi4wt9tcPGw9QGMHL6yFzVNMGai3vgsZMUhPzmRKr4bYqJV8vu0ci/bEkJ5fwoxnA1Epq83/eoJwV7IsExUVxYcffnjbY+bMMc1RnD59+r1qVrVXbQKh66m7u3XrVub5lStXMmrUqNLHRUVFTJo0iXXr1pVeU/T29ubrr79m9OjRWFlZsXr16puCJ6Hy7DybyumrudhqlDxey8Ll4qfXw9UwUNtBt/cr1J4FYQu4nHsZD1sP3mv7XoXqulHeX5vwuBYEuU2ceN+CIKPBSEpcHkkXs0m+lEN6Qj55meXfKPVG9jWscKlpR42adrh62+PuZ0dFBlckScKhRw/sOnQgffFiMlauIv/vvyk4dAi3CRNwHTWyzGRySZIYGziWRjUa8d7+94hIi2DIpiF83uVz2tZsC0o19P8KXOrBzk/g2FLIvgyDVvBat3rUsFXzwYYofjlxhYx8LQtfbIWNRuQOEx4OkiTddvWUYLlqEwiVd6jbxsaG8+dv3ql67NixjB07trKbJfzLjaNBw9v5Yq83f7k8+hLYeS2FQac3wN7D4vaEp4az5uwaAD7t+CmOmspZ+Zf399+k/N//AeA07EXcJk2slHrLS68zcPlUBjGhqcSfyaSk8OaA09pOjb2LFXbOVljZqtBYqVAoTSu49FoDxQV6igt0FBfoKMrTUpSnIz+rhPysEuLPZJbWo7CyY2fKWWo3csGnqQvOHuankVDY2uLx1ls4DRhA8qfTKTx+nLS5c8nZuBGvjz/Grn27Msd3qd2Fn/v+zBu73+Bi9kVeCXmF8UHjeTXoVZQKJXSeDC7+sP5VuLANVj4JQ9cytK0vrvZWTFoTxq5zqQz79gjfjWqDs231XbknCELVqjaBkFA9/H3un9GglzvV4cheCwKh4ytM/+Xbe0JHyzdB1Rl1fHr409JLYp29O1tc140Kjh0jcfKbYDCQE9yKeu++e8+yRWck5hO1N5Ho4yloi/4JfqxsVXg3rIFXXSc8/BxwqWWHjb15f/yLC3RkJRWQee2WGpdH6uVcjCUKLp1M59LJdABqeNniF+SGf5AbnnWdUCjK33er+vXx/X41uX/+ScrnX6C9dIn4UaNwfLo/nu++i+qGuQy+jr6s6buGWcdmsT56PYsiFnEi5QSzuszC3dYdmg4AR29YOxSSo2BZNxj8Pb2aduKnse14edVxwuKzGbT4ECtHtcXXtfLzgAmCUP2JQEioNLIss3D39SzSdSybG1SUDfu+MN1//APTvBALrT69movZF3G2cubt1m9bXM+NtPHxJL7+H2StFrvHH+dCr55VvkRelmUSz2dxYutlEs9nlT5vX8OK+q09qdvcDU9/RxQVnA9jbaemZn1natZ3Ln2uqKCYv9btpI57E5Iu5pAUnUNWciFZyfGc3BGPjYOa+sGeNGzriae/Y7kCQkmScBowAPtu3UidP5/sn9eR++df5O/eg/ubk6kxZEjp3mU2Khs+7fgpbbzaMP3wdI4lH+O5v55jZueZdPTuCLVbwyu7TZOnkyPh+6ehz+e0bj2G317ryIgVx4hJK+CZRQdZOjyYNn6WbScgCMLDSwRCQqU5HJPByfhsNCoFY7pYls+FgwtM+0u5N4YWL1ncloTcBJZELAHgnTbvUMO64pucGvLySHhtAoacHKwDA/H84nO4zSqoynL1YjZHNsSQFGPKpC4pJOo2d6PZY97UblgDyYzRGEuoNEqsXA20etIXtVpNSaGO+DOZxEakE386g6I8HVF7rhC15wqO7jY0bONJ4w5eOLnfffRF6eREzU8+wXngQJKnfUrx6dOkTP8vOb+vx2vaJ9gE/rMHWb+6/QhwDeDtvW9zPus843aOY2zgWCa2mIjK2Qde3m7asf7U77D5LUiKpOFTX7JxYifGfn+cU4m5DFt+lFmDAhnYSmzWKgjCP0QgJFSab/aYRoOGtvHBw8Ha/P2N8lLgqCl4ocfHoLTs7SnLMtOPTKfEUEK7mu3oX7e/RfWUqdNgIPGtt9DGxKDy9KT2NwuhCjPS5qYXcfD3i1w6mQaYVnk17VyLlr19cXC5f5lwrWzVNGjtSYPWnhgMRq6czeLCsWQuhaeRm1bEiS1xnNgSR+3GNQjo6o1fczeUdxmpsgkMxO+XdWT9/DNp8xdQfPo0cYOH4Dx0CB6TJ6N0cgLAz8mPn/r+xOzjs1l3fh3fRn3LieQTzOgyAx8HHxi0AryCYOc0CFsNqWfwem4lv4zrwJR1EWw7ncyUXyK4lFbAlF4NzbqkJwjCw0usLRUqxcn4LA5ezEClkBj3WD3LKtk3G3SFULsNNHrK4rZsurSJI0lHsFJa8XH7jytl/k7ql3Mo2Lcfydqa2t98g9rD8gncd2IwGAnbfpm1nx7l0sk0JAmadqnF8M860HVow/saBP2bUqmgToArvV5uxsuzu9Dr5ab4NnUBCa6cy2LbslN8//4hjmyMITe96I51SUolLsOGUW/LZhyf7g+yTPban4l5qi85f/xRuljCSmnFR+0/4svHvsRebU94WjjP/fkc66PXI4NpEvWwX8HaCa4ch6Vdsb28h0XDWjH+2vty4e6LjPsxlNzih3cjUkEQyk8EQkKl+Oba3KBnW3rj7WxBaoLMWAhdabrf42OwMHjJLs5m9vHZAIwLGoevo69F9ZSp8/f1ZK40ta3WrJnYBDSrcJ23knE1n99mneDwhhj0OiPejZwZ8n9teXxYY+ycb9725UGitlLSsK0X/f/TguH/7UDwk3WwcdRQmKsldNtlfvi/w/z1dQSXT2WU5jK6FZW7O95ffIHvqlVo6tbFkJHB1femEj9iJCUXL5Ye94TfE/z29G8EewZTqC/kk0Of8MbuN8goyoAGvWDcPqjZAooy4afnUOyZwdQnGvDFc0FolApCzqTwzMKDRKfm34NXRxCEB5kIhIQKO5uUy86zqUgSvNbNwtGgPTPBqIe6j4P/rTfELY/5YfPJKsmivnN9RjUbZXE91xVFnSJp2jTAlCvI8cknK1znv8myTMSuBH6dcYL0hHys7FT0GNmEAZNb4lrLvtLPV9Uc3Wxo/0w9Rs7syBOvBFC7cQ2QIf50BpsWRrB2+lFO709Er719dne79u2ou3ED7m++iWRtTeHx41x65llS58zBeG1HaW97b1b0XsFbwW+hVqjZnbCbgX8OZE/CHqjhZ5o31HoMIJsm4P/wLIMbqfllfAdqOllzKb2A55YeJTxDXCIThEeZCISECrs+GvRUYE3qulvwhzvlNET+Yrrf42OL23Eq/RTro9cD8H/t/w+1smKbTBpyc0l8803Q6XDo1RO3iRMqVN+tlBTq2LokigO/RmPQG6kT4MoLH7ejcYea92xJflVRKhXUD/ZgwOSWDJvenuY9fdBYK8lKLmTPT+dZ/f4hjv55iYKckluWlzQa3Ma9St1Nm7B//HHQ68lY/i0x/fqRt2uX6RwKJaMCRrG271oa1GhAZnEmr//9OtMOTaMQI/SbCwO/NSXmjN0LizvSovAwf73emQ51XSnUGlh5QcmsbefRGYz38uURBOEBIQIhoUIupeWzOSoJgInd6ltWyd+fATI0eRq8W1lUhVE2MuPoDGRk+tXtRytPy+q5TpZlkj78CN2VK6hr16bm//5X6cvkMxLz+WXmCWIj0lGoJLoObUjfiUHYOT3Yl8Es4exhS+fnGjByZic6P98AB1drigt0nNgSx/cfHGLnqjOkJeTdsqymtjc+ixdRe9E3qGrVRH81iSsTJ5Hw2gS0VxIBaOTSiLV91zKq2SgkJH6P/p1n/3iWA4kHIOh5eHUPeAVCYQasHYrbnvf5YUQAYzv7AbDi4GWeX3KYhMzCe/SKCILwoBCBkFAhi/fEIMvQo7EHTWtZkLU54di1jVUV0P0ji9vxx8U/iEqPwlZly5TgKRbXc13Wjz+RFxICajXe8+ahdKycjNTXxUWm8/sXoeSmFeHgYs2gd4IJ7Fa72o8C3Y3GRkXzHj689N8OPPlqADXrOWE0yJw/kswv/zvOxnlhxEWl33IekUP37tTbtAnXV18FtZr83bu51K8f6UuWImu1WCmteKv1W6x4YgXe9t5cLbjKaztf4/3975Pl4A5jd0GHawk6T6xA9W133mtezOiGBhytVYQnZPPUgv38FXH1Hr8qglD9LFq0CH9/f6ytrQkODmb//v13PH7fvn3079+fWrVqIUkSGzduvDcNLQcRCAkWS8wuYsNJ03/kE7tbOBq069rGgM1fBHfLNsLN1eYyP2w+ABNaTDBlHa6AoqgoUr4wJXX0fPddbAIDKlTfv0X8ncDmxZHoSgx4N3Jm8Adt8KhTuYHWg06hkKjXyoOB7wTz3HutadDaA0khkXg+m83fRLJ2+lHOHLiKXld2HpHC1haPKW9Sd+MGbNu2RS4uJm3+fC4NeIa8v3cjyzJtvNqw/un1DG86HIWkYNOlTQzYOIBN8SHIvT+D4RvA3gvSz6Na2Zsh2t/5c3wwwXVqkFei5/W1J3nvt0gKtRbukycID7l169YxefJkPvzwQ06ePEmXLl3o06cP8fHxty1TUFBA8+bNWbhw4T1safmIQEiw2LK9MeiNMh3rudLK14KEhbH7IG4/KDXQzfLNUBeFLyKzOJO6TnV5scmLFtcD1+YFTb4+L6gXNV4aVqH6biTLMoc3xHDgl2iQoWnnWvT/Twus7Ss2l6m68/R3pPfYAIZ/1oGWvXxL5xHt/vEc339wiOObYynK15YpY1WvHr6rV1Fr9hcoXV3RxsZyZcIE4keNpvjMGWzVtrzb5l1+7PMjDWo0IKski/f3v89ru17jqmdjeO0QNOmPZNTTOHkjddYPYN3TdrzevT6SBOtOJNBnwX6Ox2XeptWCcP+kpKQgSRILFiygZcuWWFtb06xZMw4cOHBPzj937lzGjBnD2LFjadKkCfPnz8fHx6d0c/Rb6dOnD5999hkDBw68J200hwiEBIuk5ZXw8/EEACY9bsFokCzD7pmm+61GgrNly9zPZ55n7bm1AExtOxW1wvKgQpZlkj75BF1i4rV5QZ9V2qUqo1Fm9w/nCNt+GYD2z9Sl27BGd002+ChxcLGm46D6jJzZiU7P1cfexYqiPB3H/orl+/cPsXfNebJT/pnDI0kSTv37U2/bVlzHjkHSaCg8epTYQc9xder76JKTCXQPZF3fdbze8nXUCjUHEw/yzB/PsCr2L3SDvkP/7HJKlPZIqadQrejOW+rfWTO6BTWdrLmcUcjgpYf576YzFOtuv8JNeDjIsoyuxHBfbuXdVPy6kydPAqbLU/PmzSMiIgI/Pz+GDRuG0Vj+Sf8zZszA3t7+jrd/X/LSarWEhobSu3fvMs/37t2bQ4cOmdWPB4XILC1Y5NsDlyjRG2np60yHeq7mVxC7F+IPgdIKulg2p0eWZWYem4lRNtKrTi861OpgUT3X5W7aTN7WbaBU4j13TqXNCzIajOxcdZbo4ylIColuwxrRtFOtSqn7YaSxUdGipy9Bj9cmJiyNkyHxpMXncWpfIqf2J+If5EaLXr7UrOeEJEkoHRzwePttnIe+QNq8eeRu3kzOxo3kbtuGy+hRuI4Zy6tBr9KzTk8+PfQpYalhzAmdw/qL63mn1TsUNJlJb912FOc3wd7P6eC2gZ0Dv+DTqNr8cuIKKw7EsvtcKl8Obm7ZyKdQLei1Rpa9sfe+nPvVBY+htlKW+/iIiAjUajXbtm3D39+0ndH06dNp3bo1iYmJREREsH37dr7++us71jN+/HgGDx58x2O8vb3LPE5PT8dgMODp6VnmeU9PT5KTk8vdhweJCIQEs+UU6vjxsGlkY9Lj9c0fNZFl2D3DdL/1aHC0LCjYGb+T0JRQrJXWvNP6HYvquE6XnEzyf/8LgNtrr2ETFFSh+q4zGIyErDhDTFgqCoVE77HNqNeqarJSP2wUSgUN2nhSv7UHV6OzCQ+JJy4qg9iIdGIj0vH0d6RFT1/qtnBDoVSgqe2N95wvcRk5gpTPv6AoNJSMxUvIXvcLrq++gt8LL7DyyZX8GfMn80LnEZsTy4TdE2iqbkqTJz+nTuAg2PoepF/Abu0zfBE0lKeHTuatLYlcSi9g0OJDDG9fh7efaISj9aN9OVO4v8LDwxk4cGBpEARgZfXPatPIyEhatmx513pcXFxwcbFsI+J/f+7LslxtF3uIQEgw249HL1OgNdDYy4HujS34ox6zCxKOgsoaOr9pURu0Bi1zT8wFYFTAKGra17SoHgDZaCTpgw8x5uZiHRiI27hXLa6rbL0yu78/ZwqCVBJPvhqIf5BbpdT9KJEkCe+GNfBuWIOs5ALCdyZw/kgyKbG5bF9+CgdXa5r38KFJx5porFXYBAVR58cfyNu5k9Qvv0R3OZ7UWZ+TuXIVbq+NZ8DAgXT37c7i8MWsPbeWM7ozDNw8iOFNhzPm1d047J8LJ76DyJ/pfGEbex77kI+uBPP7yWS+P3yZbaeS+bh/U/oGVv9cT8I/VBoFry547L6d2xzh4eGMHDmyzHNhYWG4ubnh7e1NZGQkWVlZBAcHU1xczIYNG2jYsOFN9cyYMYMZM2bc8Vxbt26lS5cupY/d3NxQKpU3jf6kpqbeNEpUXYgJCoJZinUGVh6MBWDcY3UtHA26Njeo9Rhw8LKoHWvOruFK/hXcbdwZ3Wy0RXVcl7V2LQWHDiFZWVHr81lI6or/ty/LMgd+jeb80WQkhQiCKksNLzsef6kxI2Z0pE1fP6zt1eRlFHPgl2i+/+AQhzfEUJBdgiRJOPbqRb1Nm/D673RUNWuiT0khedqnxDzVF+Pmv3k3+G3W9FmDv8ofrVHLilMr6Lv1RdbUa43u5W2mvEPF2diEvMOcjNfZ1M+Av5sdqXklTFpzklErjxOXXnC/XxKhkkiShNpKeV9u5nyOFhUVER0djcHwz7w1o9HIggULGDlyJAqFgsjISHx9fQkNDeX1119n7ty5t6xr/PjxhIeH3/HWunXrMmU0Gg3BwcGEhISUeT4kJISOHTua8Yo/OMSIkGCW38OukJ6vxdvZhn5BFlzSig6BxBOgsjFtkGmBzOJMlkYuBeA/rf6DrdrWonoASi7Fkjr7SwA83noLq7p1La7rRie2xBG5+woAPUY2EUFQJbN11NC2f11aPVGHc0eSCd8ZT05qEWHbLxO+M56GbTwJ6uGDu48DNZ5/HqcBA8he9wvpS5eiu3KFpPffJ2P5crzGvcrL1iOxb+XEgvAFxOXGMfPYTNY6+vF67w/pmRKHYu8sSD1NwM7h7GzYl+8bjWHmES17L6TRa95eRnfyZ1L3+uJymXBPREVFIUkSP/74I927d8fZ2ZmPP/6Y7OxsPvroI0pKStBqtUycOBGAoKAgdu7cecu6LL00NmXKFIYPH07r1q3p0KEDy5YtIz4+nvHjx5ces3DhQjZs2MCua1ng8/PzuXjDfoGxsbGEh4fj7OyMs7Oz2W2oTCIQEsrNYJRZvu8SAGM6+6M2d8WTLMOea8OwbV8Be8vmyiwKX0S+Lp8mLk14ut7TFtUBIOv1XJ06Fbm4GNsO7SttqXzk7gSO/WUaNesypAGN2lk26iXcnUqjJKCrN8061yIuKp2TIfEkXczh3JFkzh1JxquuEwGPeVO/lQcuw1/C+blBZP30ExnLv0V76RIp703F38UF74kT+W3gWjZe3syiiEXE5cbx1v53aezSmEnPfUPX83uQTnyH8sJmRit2MLDVS3yY2YdNMXqW7bvEb6FXmNKrIUPb+KASKwGFKhQeHk7jxo2ZOnUqzz33HNnZ2fTr14/Dhw/j7OxMWFgYTZs2RXEtE/7JkycJqqQ5j9cNGTKEjIwMpk+fTlJSEgEBAWzZsoU6deqUHpOenk5MTEzp4xMnTvD444+XPp4yxbRIZsSIESxYsKBS22cu8RsrlNv208nEZRTibKtmaFsf8yu4sA2unjTt+9TpDYvaEJMdw28XfgPgnTbvoJAsfwtnfv8DxZGRKBwcqDVjRqVsoXHhWDL710UD0KafP0GPW/A6CWaTFBL+zd0Z+PY/CRoVConkSznsXHmG1R8c5MjGGAqKJFzHjqXerp24v/EfFDVqoMnMJO2//yW+91P0PFjAX71/4bXmr2GntuNc5jkmHXyfl0ji0HOLkev1AKMOp6iVLEwdxZ5W+wlyk8ks0PLRxlP0/eoAIWdSzF4OLQjlFRERQWBgIMOGDSMxMZGCggLWrVuHh4fpH8vIyEhiYmLQ6XSkpqayatUqJkyo/H0SJ0yYQFxcHCUlJYSGhtK1a9nNsqdNm0ZcXFzp427duiHL8k23lStXVnrbzCUCIaFcZFlmyV5TdD+ifR1sNWYOJt64Uqzdq2Bn2aWiL098iUE20N2nO2282lhUB4A2Pp60r74CwPO9d1HXtHyy9XVJMTns+v4sAIGP16ZNX78K1ymY73qCxhEzO9K2vz92zqZ8RKHbLvPDh4fYsjiSq/FaXMePx2/bVlL790Pl6Yk+LY3U2bNJenIAz+/Ts7nbGl4OeBlrpTWR6ZGMO/EZw1ys+bvvZxi9W4GuEL8zi/lDP5HfA47gbaPjfEoer3x/gmcWHeJAdLoIiIRKFx4efscRnqioKAYNGkSbNm3o2bMns2bNws1NXJq/E3FpTCiXw5cyiLySg7VawciOfuZXcG4zJEeCxh46/seiNhxKPMSBxAOoFCqmtLZ8P7HriRPl4mJs27XDadAgi+u6Li+zmK1LIjHqZeq2cKfL8w3EiqL7zM7JijZ9/Ql+sg6xkelE7Ukk8XxW6fJ7Z09bGnf0JKNNFzp8+imFW7eRsXw52rg40hctRlr+LUP69mXo8/P53nCA3y78RlR6FG+kR1Hfoz5jG7/DE5F/oko7T/DFrzhg5cQh7+d563IHIhLgpRVHaV/XhSm9GtHW37IlyoJwI1mWiYqK4sMPP7ztMXPmzAFMeYWE8hGBkFAuS/aa5gYNbu2Dq72Zu6PLRthzbaVYu/Fga/4fBaNsZE6o6Rd8aKOh1HGsc5cSt5ezYSOFh48gWVlR89NpFQ5YdCUGNi+KpChPh2tte3qMaoKkEEHQg0KhVFCvpQf1WnqQmVTAqb2JnDuSRHZKIUc2xIJkR0hGNM06d8Xvz6cp+HsXGStWUBwVRc7GjbBxI0NateKlIe/we80rrL34KxezLzI1+yILPGsytMEoBp0/gFPGRTpd+ZZD1ms5VOtZ3rvSiSOXYPDSw7Txq8GEx+vTraG7CJAFi0mSRG5u7v1uxkNHBELCXZ2+msO+C2koJBjb2fxVVdL5zZByCqwcocNEi9qw+dJmLmRdwEHtwLigcRbVAaBPTyfl888BcJs0EY2fn8V1wbUrfj+cJ+NKPjYOap56LRCNtfi1elC51LSj69CGtH+mLheOpXDmQCJp8fnERWQQF5GBrZOGxu3r02ThKqySo8n84Udyt2+nKCyMorAw+nh6MvD5IewMMPJd8kaSCpKYV5DE4hrW9Ks7kGEJZ6mffJbOKT9ywGodJ5168GlqN47HweiVx2la05EJj9fjyWZeYlK1IDwgxCe2cFfLrq0U6xtUC19XM5eqy0aU+2eb7rd/zaLRoBJDCV+fNKWKHxM4BmdrZ7PruC5lxgyMOTlYNW2C6+iK5R8CyI3WkBeTgUIl0Wd8EI6uNhWuU6h6GmsVAV29adTBgz/WbcND3ZDo46kU5mgJ236ZsO2X8fR3pGHf/1BnwptoN68na9069Ckp5C1cSjulksc7d+JCJ1+WO4RxNvcCv6Wf4DcbaN+8Oy9lZdI5PpxWWdv4Q72NONfWzM5+nK1JzZm05iTezjYM71CHoW18cLbV3O+XQxAeaSIQEu4oIbOQTZFJAIzrav5okFfOSaTUM6BxMAVCFlh3bh1JBUl42HowrInlS9zzdu8md8tWUCqp+d//Iqkq9vaPjUgnL8Z0mfDxYY2pWc+pQvUJ94fawUiHp+rSaVAD4qLSOXsoifhTGaTE5pISm8sBhYRP487UnzUAt5STFPy+jqKwMAr37qP2XvjM1ZWinr3Y0DiPDbpjHMm9yBEleDZuwdNGK56JPYlf7gm+UZwg18mTn7TdWJndlVlbi5i/8wLPtqzNyI51aOxVOXvbCYJgHhEICXf07f5LGIwyXRq4EeBt5h96WaZR8h+m++1eBRvzN6zM1eayLGoZABNbTMRaZW12HQDGoqLSvcRcRo7Eplkzi+opbVd6EXt/ugBA4OPeNO5Q8VVnwv2lVP0zl6ggp4SLoalEH08hJTaX+DOZxJ/JRKl2xK/bVHyHgdPpEAr+3IAhPR3Nuq0MAV4MbEJkCydWepwnnkyWA8trexGsceXZ1ER6ZafymryOcTa/cVjVlu8KOvLrMS1rj8XTwseZF9r60C+oFnZW4qP5XhCr+qq/yvgZit824bYyC7SsO5EAwPjH6pldXrr0N85FcchqW6T2luWxWHlqJTklOdR1qluh5InpS5aiv5qEqlZN3CdZNk/pOoPeyPblp9AWGdA4G2g3wK9C9QkPHjsnK5p396F5dx+yUwu5eCKFC8dSyEouJCYsjZgwUKpaUXtod2pZZ+IY+he6fSEYos7SLAq+lCSKg+pzsInEz16xhJJBqLM1M1zq8YRexZOpcbQtOkwnzWHyFE5s0LVj/ZXOvJeQxfS/zvB0i1o808KbNn4uKMTE+0qnvraNTmFhITY24nJ2dVZYWAj88zO1hAiEhNtafSiOYp2RAG9HOtZzNa+wLKM4YFrlZWw1CqUFeYNSClL48cyPAExuNRmVwrK3a0lsLBnffQeA1wcfoLC1fEsOgEPrL5J6OQ8rWxU1WuSjEJNeH2rOHra0fsqf4D5+pF/J5+KJFGJOppGTWsTlU5lcBiSpPzVHDMWLRBwjtqMI24d1RDQ9IqCHUkFmoC8hdfPZWTuLDXZaNnh54Cyp6VFYRO/sTF407mCEcgfxUi1+1XZk4/FOrD2WQE0na/o3r8XTzWvRrJajWHFWSZRKJc7OzqSmpgJga2v7wL62RqMRrVZLcXFxabboh4ml/ZNlmcLCQlJTU3F2dkapVFrcBhEICbdUqNWz+nAcYBoNMvtDInYfiivHMEhqjO0mYMlbdHHEYooNxbT0aEk3n24W1GD6ZUn572eg02HXtQv2PXpYVM91l06mEfm3aQ+xbi815HTC0QrVJ1QfkiTh7uOAu48D7Z+pR2ZSAZdOpnEpPI30hHyuxhZwFWdwHILjwJfwUqXjdGEvtpG7cAmPY0g4DJYkMuu6sM+vmAP+xfzupuT3mh7UQEWP/Dx65Wfyuvwbb/EbZ2R/tuUHs31/a5bt86Guuz0DmnvTr3lN6rnb3++Xo9rz8jJtfXM9GHpQybJMUVERNjY2D2ywVhEV7Z+zs3Ppz9JSIhASbumX4wlkF+rwdbGlT4AF81/2mVaKXXZ9DB8LdpiPzYllw8UNAEwJnmLxB0De9u2mneU1Grw++qhCHyS56UWlmaNb9PKlTqArpxMsrk6oxiRJwrWWPa617GnT15/c9CJiTqZxOSqdpIs55GbqyMUJnJ9G2X0AHjZ51Eg6if3ZvbjEJPFsDDwL5LvbcbSukSN+JfzpY81v9jbYING+sJCuhakMK9zAFMNvxMsebMtqw45dwSzY2RA/dwd6NvGkR2MPguvUEEvxLSBJEjVr1sTDwwOdTne/m3NbOp2Offv20bVr1wpd/nlQVaR/arW6QiNB14lASLiJzmBk+X7TpqGvdK2L0tw5CvFHIG4/skJNtGdfLNlta1H4IoyykW61u9HCo4UFNYCxoICUmbMAcB07Fo2vr0X1ABgNRrZ/exptkR5Pf0faP1MXo9FgcX3Cw8XRzYaWvXxp2csXbZGehHOZxJ/K4PKpDApytCTl2ZNk3wXadMFabcRFewWHS0eokX6G7kfT6HEUDCoFMbWVhPrqifKz5r81rTG6STTW6uhSWEjHop2MKt5MvmzPwewA9h0MYvK+QIpsvejW0J2eTT3p0sAdJ5uH749lVVIqlZXyx7SqKJVK9Ho91tbWD2Ug9CD0TwRCwk02RyaRmF2Em72G54Nrm1/BtdEgOWgoxZKZc4uA85nn2Ra3DYBJLSeZf/5r0hYtQp+Sgrp2bVxffcXiegBCt10mNS4XK1sVT7wSgFKpEIGQcEsaG1Xp6jNZlslILCD+dAZXzmWSdDGHYh1clXyhni/UA2tFMc7ZF3FMOUPN9EsMuZzIC/sMFFsrifQ1cMZHyd+1HfnO0xG1ApoXl9Cu6AzDisOYUaLlsr4W+08F8ntkEO/Ljanr7UWHem50qu9K81oO9/vlEIQHngiEhDJu3Fx1VEc/rNVm/qeUGAoXd4KkxNDxDTh8xuw2LAxfCMATfk/QyKWR2eUBSmJiyFz9PQCeH32IwtqyZfcAqZdzOb45DoCuQxvi4GJ5XcKjRZIk3Grb41bbnlZP1MGgM5ISl8uV81kkns8iOTaHYr01yY4BJDsGAKBEj2PuZRyzLlA3PZYWsZfR6PIpUUN0LYlztdXsra1hubcTqGVaFZfQsuQw44r3ML9YR3yqLyeSG7F2fyPekxpja+dEjE0M7eu50by2s1iaLwj/In4jhDL2R6dzLjkPW42Sl9pbsJ/Xvi9NX4MGQw0/wLxAKCotij0Je1BICia0sGzJPWDaRkOvx/7xx3Ho1s3ievRaAztXnkE2ytRr5UGDNp4W1yUISrWCWg2cqdXAGfr5o9caSLqUQ3JMDsmXcki+lIu2CLIc65Hl+E/KCittNg45cTjkJ/D42XiePhaPSpfPVVeIqakhxsuKHTUlLnvL+FJMUPFxepUc4K2SEqRiF07ub8SWvfX5QvZH9ggg0M+Dlj41aFWnBn6uD+6KKUG4F0QgJJSxfP8/m6uanfo/OQrObwEk6PKWRee/vpVG/7r9qetkfiZrgPx9+yjYtx/Uajzfe9eiOq47vDGGrORCbJ00dHuxkfiDIVQqlUaJT2MXfBqbtp6RjTKZyQVlAqPs1EJKNM6UuLcg3b1FaVmrkizs8q/iXZBEw6ir2B1NwqYwiasuRmK9bDjmbstv7pDiLuOpvkBj3Sle1OpoUKhHPunBhRN1+Vauy2WrhljVbEr92h40q+VE05qO+LvZmT83UBCqKREICaXOJeeyPzodhQRjOvubX8H10aBmz4JbAzBzJcbx5OMcTjqMSqFifPPx5p8fkHU6UmaZNlV1eemlCm2qmnAus3SpfPfhTbC2f/gmKgoPFknxz2q0Zl28AdAW6Um/kkfq5TzS4k23rJRCSqxqUGJVg0zXG7Kky0ZsijNwKbiKT2wSvU8lYVuUil5O46pLMQnucNhdIrmGEaXTedysTtFWr8MvW49NigNFh73ZbPQlTlEHg1tjnGo3pr5XDep72NPAwx53Byvxz4Dw0BGBkFDq22srxfoE1MTHxcykg2nn4cy17TS6vm32uWVZZuFJ09ygQQ0GUdvBgknaQNban9FeuoTSxQW3CZbtbQZQUqTn79WmpfLNunpTJ8D8Sd+CUBk0NipqNahBrQb/bFGjLdaTcSWfzKQCMq4WkHk1n8yrBRTl6SiycafIxp10t+Zl6lFr83AvSqNOXBo2Z9OwKUpDqUslxzqNFOdikmvAVZcUdE5J2NodwFvW4XvJgOa8PQk6N85oa5Gq8kbvVBcrz/rUqFUPX1cHfF1t8XWxxcFa/KMgVE8iEBIASMkt5o/wRADGdrFgNOjAPECGxv3A0/x9vA5dPURYahhWSiteCbRshZc+K4u0b74BwP2NN1A6WL5i5tDvF8nPKsHR3YZOg+pbXI8gVAWNtYqa9Z2pWd+5zPOFuVoyk0yBUcbVAjIT80m9ko1Rq0CncUCncSD3FpeclfoiapdkUf9yFlYlmVgXZ6LUZ1GkzCTXOotM+2zSHTPROkShMupRlujRJRtJ1NuSoHNhl84VnaIWsp0PSmcfbN3r4OLlS21XR2o6WePlZG3+wgtBuEdEICQApu00dAaZ1nVq0NLXzM1Rs+Mh6lfT/S5TzD63LMulc4OGNBqCp51lE5LTv16IMScHq0aNcH5ukEV1ACSez+LMgasA9BjRBLWV+AAXqgdbRw22jhpqNzL9Dut0OrZs2ULP7r0pzNaTk1pETlohOalFZKcUkJNSQGG+AYPKhgKVDQV2tW5Zr0o24qvLR5Oci0Zruqm1uRikHEqUuajUeeRZn6PI+iham0J0tkYKrQ0katQYVTYYZGdk2RmVyhMbm1poHH2wcq6Jg2stnNw8cXOwwdVeg4udBiuV+H0T7i0RCAkUlOj56Wg8YEqgaLZDC8GoB//HwDvY7OJ/J/zN6YzT2KhsGBM4xvzzAyXR0WStWweA5/vvI1mYIE2vNbD7x3OA6ZJYrQbOFtUjCA8SjbUKOx8b3H1uHiXVaQ3kZxaTn1lCXlYxeZnF5KUVkpeSS15mCQX5Rowo0Goc0Wocb3sOFeAAKEq0qPPzUesKUOsLUOsKkIwFGChApyhAq4xFq4qiWF1AtjqPBE0+srUWvUaBUaVBVtuAlSNYO6PRuGJj44G9rRf2Dp7YOHti4+SOvaMLjrYanGzUWCvFDvJCxVS7QGjRokXMnj2bpKQkmjVrxvz58+nSpQsAX375JbNnm5L5TZ06lTfffLO03NGjR5kwYQLHjh17oLOI3g+/nkggp0iHn6stPZuYORpTkA5hpnw9dH7zzsfegsFoKJ0b9FKTl3CxdjG7DoCUz78AgwGHXj2xa9/OojoAjm2KJSetCDtnKzo+W+/uBQShmlNrlNTwsqOGl90tvy8bZYrydRTmllCQo6UwR0thdhH5qbkUpBdQmFNCYb6eohIJvVGJUamhROlCSTl+lyUAGaQisM7XojQUo9IXoTIUo9QXI8nFyHIxeq6QKV3EKBUjK4uQlcUYFSXIKh1GpQ5ZoWfZzm9AJYNagWytQrKyRmnrgMLGCbW9K1Z2bthau2Bn64KdjTM2dg5Y2dhhY+eAnbU1ttZqbNVKFGK13COnWgVC69atY/LkySxatIhOnTqxdOlS+vTpw5kzZ8jJyeHjjz9m06ZNyLJMv3796NWrFwEBAeh0OsaPH8+yZctEEPQvBqPMdwfjANNKMbOXzB5dAvoiqNUS6nYz+/zb47ZzMfsiDhoHRgWMMrs8QP7BgxQcOABqNR5vmz9R+7q0+DzCd5o2D3vshYZobKrVr4cgVAlJIZVecnO7yxoGXYmBwlwtxfk6igt0FOWVUJSRT1FmPkXZRRTnFVOYX0JxkYESnYTeoMKAKU2HUanBqNSgu8Oo051Pfu1WBFIuIBvBqAODFqNRS4lBi1YuIluOA1l77WADoEeWdID+2n0DsqQHyQCSHiSj6TmFEVlpBIVsuqlkUIGkVCApJSSVEkmlRKFSolCpUarVKDRqlBorVBoNCitrVNa2aKys0djYo7axwcrKDmsrOzTWtlhbWaNWWaFSa9CoNajUatQqNchixKuqVatP+rlz5zJmzBjGjh0LwPz589m+fTuLFy+mZcuWBAUF0b17dwCCgoI4e/YsAQEBzJ49m65du9KmTZv72fwH0o7TycRnFuJsq+a5YDN3BSvJg2PLTPc7vwlmLqvVG/UsjlgMwKhmo3C04ANQNhpJ/XIOADVeGIqmjgVJIAGDwcjfP5xFNsrUD/bAv7m7RfUIwqNMbaXEyd0GJ3ebcpcxGoxoiw1oi/Voiwxoi3SU5BVTkpVPcU4hJblFFOYVUpRfSHGhFm2RDl2JjEEvYzAqMBoVGGQVsqRGVmiQpWt/1iQFBqUVBqUVlb6lqhHQXrtZSjYiyYVIcj4K2XDtsRFJNgCm+2C8FgjJrF7/MxKyKcBDvsXNiCTLyJJ87TgZpH/KIxlvaHzZsjLXvif98z3p2ndMz3OtPm4oxz/fK318w/HXH9/4Z0GSy35bunZ2o4FtV+Pp/9rrFr2UFVVtAiGtVktoaChTp04t83zv3r05dOgQI0aM4MKFC8THxyPLMhcuXCAgIICLFy+yatUqQkNDy3WekpISSkpKSh/n5uYCpkmHlblD8fW67veux8v2mbbTeLGNDyrJiE5nvEuJfyiOrUBZnIPsWh99/Sdvyht0tz5ujt1MXG4czlbODK4/2KLXIvevvyg5exaFgwPOr7xi8esZHpJAekI+VrYq2g/0L1c9D8rPsCo97H0U/XswKDVgo1Fh46gCrAB7wK1cZXU6HSEhIfTq1R21Wo3RYESvNaLXGdFrDegKtejyitDlF1KSX0RRXgFF+QVoS0rQFZegLylBX6JFV6JHr9Nj0Bkx6I3IBjAaQDZKyLKi9AYqZJSA8p+vkuKGrwpk6YbnFLe5CiEpkCXFtRDmEaeE9LMhlf4+LW99kixXj3G3q1ev4u3tzcGDB+nYsWPp8zNmzGD16tWcP3+eJUuWMG/ePADefPNNxo8fT8+ePZk0aRJ6vZ5p06ahVqtZsGABXbt2veV5pk2bxqeffnrT82vWrMHW1szcOg+42DyYf0qFUpKZ1sqAoxmJpBVGHT3PvI2NLouTvmOId33MrHMbZSNf5X1FujGdXta9eMzavPIAkk6H3+wvUefkkNbnSbIs3EpDXyiRst8O2ShRI7AIu9p6i+oRBEH4t9K/sNcHZwxG06COTo/RYEA2GDAadMg6PbJBD3o9st6ArDdilI0YjUZko8FUTjaC0YhsvDYyJF+/b7rJxmsnM8plzmtqyD+DQwCSLJU+jyyZbjc+bxpXunaPGwZ9pBufvaGj0rVRpLLfk0zDPtfGmG547sbjZAljrVw82ncoxytafoWFhbz44ovk5OTg6Hjnif7Vyr+zmsqyXPrc+PHjGT/+n4zEq1atwsHBgQ4dOtCoUSOOHz/OlStXGDp0KLGxsVhZWd1U//vvv8+UKf8sAc/NzcXHx4fevXvf8YU01z//xfRCrb4/icgmrg0HUnm2ZW2GPmNe7h/p5A+oIrKQHWoS8OJ/CVDeHEXdqY9b47aSfigdJ40TH/f/GDv1rSdq3knWd9+RkZODysuLdtOnW7yx6vZlp5GNmdRs4ES/VzqXO3Pug/AzrGoPex9F/6q/h72Pon+Wu35F526qTSDk5uaGUqkkOTm5zPOpqal4et680ik9PZ3p06ezb98+jh49SsOGDWnQoAENGjRAp9Nx4cIFAgMDbypnZWV1ywBJrVZXyZuwquq9m8sZBYScTQXg1cfqmdcGowGOmFZ6SR1fR2195yDm3300GA18e/pbAEY2G4mzrbN5jceUPDHr2xUAuE9+AysLkyfGRaZzOSoThUKi2wuN0WjM3F+N+/czvJce9j6K/lV/D3sfRf8sq7M8FJV61iqk0WgIDg4mJCSkzPMhISFlLpVdN3nyZN58801q166NwWAoc61Qr9djMBiqvM0Psu8OxCLL0K2ROw09zQwizv4JmTFgUwNajTT73NvjthObE4ujxpEXGr9gdnmAjCVLMOblYdW4MU5PP21RHXqtgf2/XACgeU8fXGqZPyolCIIgVG/VZkQIYMqUKQwfPpzWrVvToUMHli1bRnx8fJnLYWAKjqKjo/n+e1N+m7Zt23Lu3Dm2bt1KQkICSqWSRo0a3Y8uPBCyC7X8csK0megrXcxMoCjLsH+u6X7bcWBlb1Zxg9HA0silAIxoOgJ7jXnlAbQJCWSuWQuAxztvIyksi+dDt10mN70Y+xpWtH7Kz6I6BEEQhOqtWgVCQ4YMISMjg+nTp5OUlERAQABbtmyhzg1LpouKipg0aRLr1q1Dce0PpLe3N19//TWjR4/GysqK1atXY2NT/uWdD5ufjsZTpDPQpKYjHeuZuZlozN+QHAlqW2g3zuxzh1wO4VLOJRw0DrzY5EWzywOkff016HTYdeqEfadOFtWRnVJI2I7LAHR+vgEa62r1qyAIgiBUkmr36T9hwgQmTJhw2+/b2Nhw/vz5m54fO3Zsaf6hR1mJ3sCqQ3EAvNLFv9wTg0sdMK3KI3gU2JqXBdooG0tHg4Y3HY6Dxvx5PcUXLpD71yYA3G/IHG4OWZbZv+4CRr2Mb1MX6rYUOYMEQRAeVdVmjpBQOf4Mv0paXglejtb0C7r1Bou3lXAc4vaDQgUdJpp97pDLIaYs0moHhjUZZnZ5gLSvvgJZxuGJJ7AJMH+Xe4DY8HTiz2SiUEl0GdLQ/GBQEARBeGiIQOgRIssy3+6PBWBUJz80KjN//NdHg4KGgNNdcu3/i1E2siRiCQAvNX3JoizSRRER5O/cBQoF7v+xLAOpXmfg4O/RALTqXQdnz4crN5QgCIJgHhEIPUL2R6dzPiUPO42SF9r6mlc49Ryc3wxI0OkNs8+98/LO0tGgl5q+ZHZ5gNT58wFweuYZrOpZtiFqxK4EctOLsXO2otUTlm3HIQiCIDw8RCD0CFlxwDQa9HxrH5xszMzXcHCB6WvjvuBu3oo7o2xkSaRpNGhY02EWjQYVHD5M4eEjSGo17hNvP0fsjnXklHBiq2mCdIdn66G2EhvwCoIgPOpEIPSIuJiax94LaUgSjO7kZ17h7ASI+sV0v/OUOx97C7uv7CY6Kxp7tT0vNTF/NEiWZVLnzQfAeehQ1N7eZtcBcGRjDPoSA57+jjRsc3MSTkEQBOHRIwKhR8R3B+MA6NnEkzquZiYOPPwNGPXg3xVqB5tVVJZlVpwyZYB+scmLOFk5mXduIP/vvymOjESyscFt3KtmlwdIicvl3GFTVvLOgxsgKcQEaUEQBKEaLp8XzJdVoGV9mCmB4pjO/uYVLsyEsNWm+50mm33uC/oLnCs4h43KhuFNhptdXjYYSJtvuiznMmIEKrfy7Uhdpg5Z5sAvpgnSDdt54uVvfjAmCIIgPJzEiNAjYM2xeIp1RprVcqSdv3m5fzixAnSF4BkI9bqbVVSWZfYW7wVgcMPBOFs7m3duIHfzZkqio1E4OuI65mWzywNEn0gh+VIOKo2CDs/Ut6gOQRAE4eEkAqGHnFZvZPW1BIpjOpuZQFFXDEeXme53fB3MzLcTlhpGvCEejULDyGbm70kma7WkfW3a3NV17FiUjuZPstZrDRxeHwNA8JN1sK9x84a6giAIwqNLBEIPuS1RSaTmleDuYGV+AsXIn6EgFRxrQ8BAs8+94rRpbtCAegNwtzU/e3P2+vXoEhJQurnh8pJlCRgj/k4gP6sE+xpWtOhpZsoAQRAE4aEnAqGHmCzLpUvmR7SvY14CRaMRDplGY2j/GijNW25/Kv0UR5KPoEDBiCYjzCoLYCwuJv2bRQC4vTYeha35iQ+L8rSEbTMtl28/oC4qjVguLwiCIJQlAqGH2PG4LKISc7BSKRjW3szkgRe2QkY0WDlBsPmXtZZHLgcgSB2Et735y92z161Dn5aGulYtajz/vNnlAY5viUNbbMDNx56Gbb0sqkMQBEF4uIlA6CG24sAlAAa28sbFTmNe4YNfmb62eRmszNscNTormr8T/kZC4jHrx8w7L2AsKiJ9+bcAuL42HkljZtsx7S5/em8iAB0H1RfL5QVBEIRbEoHQQyo+o5AdZ1IAeLmTmUvm449CwhFQaqDdeLPP/W2UKYjp4dMDd6X5c4Oyfl6HIT0dtbc3zs88Y3Z5MCVPNBplfJu54tPYzJVygiAIwiNDBEIPqVWH4pBl6NLAjQae5o3ocOjaaFDQYHAw75JSQm4C2+K2AfByM/OXuxsLC8n41hRIub02Hklt5lYgQFJMDjEnTVm0Ow60bE8yQRAE4dEgAqGHUF6xjl9OJAAWJFBMvwjnNpvud/yP2edecWoFRtlIZ+/ONHZpbHb5rLU/Y8jIQO3jg9OAAWaXl2WZQ9d2l2/csSau3vZm1yEIgiA8OkQg9BBadzyB/BI99T3seayhmZemDn8NyNDwSbM3V00uSOaPmD8AeDXI/K0wjIWFZKwwLbl3G2/ZaNClk2kkX8pFpVHQrn9ds8sLgiAIjxYRCD1kDEaZVdcSKL7cycwEivmpEL7WdN+C0aDVp1ejN+oJ9gympUdLs8tnrV2LITMTta8vTgOeNru80WDkyB+mCeItevpi5yySJwqCIAh3JgKhh0zImWSuZBVRw1bNwFZmLls/tgwMJeAdDHU6mlU0sziT3y78BsCrgRaMBhUUkPHttdGg115DUpm/Dd75o8lkpxRiZaeiRS+RPFEQBEG4OxEIPWSuJ1B8sZ0v1mozEghqC+C4aZIyHf9j9nYaP575kWJDMc1cm9GhVgezygJkrlmDISsLdR1fnPr3M7u8QWfk2CZT34Of8MPKRuwnLAiCINydCIQeIpFXsjkel4VaKTGig595hU/+CEVZUMMfmvQ3q2iuNpe150yX1F4JesW8y3GAIb+AzBXfAZaPBp3al0h+Zgl2zlYEdjM/gaMgCILwaBKB0EPk+mhQv6BaeDpal7+gQQ+Hr22n0XESKMzbimLduXXk6/Kp71yfx30eN6ssQNZPP2HIzkZTpw5O/cwfDdIW6wndFgdAm75+YisNQRAEodxEIPSQSM4pZnNkEmBBAsWzf0B2PNi6QgvzNjct1BXyw5kfABgTOAaFZN5bypCfT+Z310aDJk6waDQoYlcCRXk6nNxtaNyxptnlBUEQhEeXCIQeEt8fjkNvlGnr50JgbafyF5RlOLjAdL/tq6C2Meu8v0f/TlZJFrXta/Ok35NmlQXI+vEnDDk5aPz8cHzqKbPLF+frCA+JB6Dd03VRKsVbWhAEQSg/8VfjIVCkNbDmmCkYeNncBIqx+yApAlQ20OYVs4rqDDpWn15tOm/gy6gU5o3mGPILyFy5ErB8NChs+2W0xQZca9tTP9jD7PKCIAjCo00EQg+B38OukF2ow9fFll5NPc0rfH1uUMthYOdqVtHNsZtJKUzB3cadAfXMzwKd/fPaCo0G5WeVELnnCgDtB9QVG6sKgiAIZhOBUDVnNMp8d9A0SXpURz+U5gQDaechegcgQfsJ5p1XNrLylGk056WmL6FRmrdDvLGoiIyVqwBwHTcOSWn+BOcTW2Ix6IzUrOdEnQDzgjhBEARBABEIVXt7o9O4lFaAg5WKwW18zCt8fTSocV9wNW9z0r0Je7mUcwl7tT3PN3zevPMC2b/8YtpTrHZtnPr1Nb98aiFnD5omh7d/pp7ZS/YFQRAEAcwIhIYPH05hYWFVtkWwwHfXlswPbuODvZUZc2zy0yBinel+h0lmnVOWZVacMmWBHtxoMA4a83a3N5aUlGaRdn3lFYv2FDv2VyxGo4xvM1dqNXA2u7wgCIIggBmB0Jo1a8jPzy99PG7cOLKyssoco9PpKq9lwl1dTM1jf3Q6kgQjzU2gePzbf7bT8G1vVtGw1DAi0iLQKDS81OQl884LZP/+O/q0NFReXjg9+4zZ5dOv5BN9PAUwzQ0SBEEQBEuVOxCSZbnM47Vr15YJhFJSUnBwMG9kQKiY65ur9mziia+rbfkL6or+2U6jw0Szt9P47pQp78/T9Z/G3da83e1lrZaMb03ndh07FoXGvLlFAMevbaVRr5UH7r7iPScIgiBYzuI5Qv8OjAC0Wm2FGiOUX06hjt9DEwEY3cnPvMKR66AwHZx8oIl5q72is6LZd2UfEhKjmo0y77xAzp9/or+ahNLdDefnBpldPi0hj0vhaSBB235mpgoQBEEQhH+p1MnSYsLqvbPuRDxFOgONvRzoUNeMFVNGIxxeZLrfbjwozcvdc32lWM86PanjWMessrJeT/rSZQC4vjwGhbUZ24Bcc300qEFrT1xq2ZldXhAEQRBuZFYgtGbNGsLCwkrnAonA5/7QG4ysPnQZMC2Z///27jw+yvLc//hnkkxWsgfCTsISkJ0QiQgVRAVbRCgWRSyCCrYor8I5/k6P1R7Rqm09SntOe05RsSoiCFoBPYJlEaiyyJYQVoGwhEBACAlJINtk5v79MSQ1ss0DCZmZfN+vFy+Smed6nvvKk5bLe+7nvizdh+xVkL8PQqIg9WFL1807l8fnhz8H4LHuj1mKBSheuhRHbi6BsbHEPnC/5fhTOcUcznKvibp5eJLleBERke/zeDpg4MCBzJgxg5KSEux2O1VVVTzzzDMMHDiQ1NRUmja1tlZErt2qvd9y/GwZseF2RvWx2Gm9+pH51IchNMpS6Ht73qPKVJHeIp1uCd0sxRqnk/zX3wAgbuJEAsItrGm6oGY26OZEYptrNkhERK6fx4XQl19+CcCBAwfYtm0bGRkZbNu2jf/4j//g7Nmzmh26gd5ZfwSAB/u1JdRuYSPCEzvg8D/AFuj+WMyCs+VnWXRgEQCPdn/UUixAyfLlVB4+TEB0NLEPjbMc/+2RYo7sPHNhNkhrg0REpG5Ybu7UqVMnOnXqxNixY2teO3z4MFu3biUzM7NOBycX251XxKbDBQQG2Bjf39oaHb6+sDao2yiIsbb54gfffEBZVRk3xd1E/xb9LcUal4v8Wa8DEDd+PIFNmliKh3/OBqWkNycm0fpskoiIyKVY73J5CcnJySQnJzNmjPUdhsWady/MBv2we3NaRFvoFF98Anb+zf11/yctXbPUUcr8b+YD7tkgq7N/59espeLAAQIiIogbb33foZOHisjZdQZbgI20HyVZjhcREbkctdjwIWfOVfBJVh5wDY/Mb34TXA5oe6t7E0ULFmcv5mzFWVo3ac2d7e60dl1jKJw9G4DYhx4iMDraWjz/nA3qfEtzYpppNkhEROqOCiEfMn/TUSqrXPRsHU1q21jPAyvPw1b3JohWZ4McLgdzds8B4JHujxAUYG0SMfxANhW7d2MLDSVu4gRLsQAnDhZxdE8BAQE20n6YZDleRETkSlQI+QiH08Xcr92PzD8ywOIj85nzoPwsxLWHzj+0dN2/H/47J86fIC40jns73GspFiBu7RoAYsaMISguznL85v87BEDn/s2Jbmrho0AREREPqBDyEct2nuBUSQVNI0MY3qOl54Eu5z8XSd/yBAR4/pSZMYZ3drs3UPzpTT8lNMjaBojlWVmEHzwEQUHEP/qIpViAvOyzHPumULNBIiJSb3yiEDpy5AiPPfYYycnJhIWF0aFDB2bMmFGrpUdBQQEjRoygSZMmpKamkpWVVescTzzxBDNnzrzRQ68z1Y/M/zS9HcFBFm7bvmVQeBhCY6C3tcfWvzr+FQcKDxAeFM79na1vgFh4ocN85D33YG/RwnL85v9zrw3qMqAFUQmaDRIRkbrnE4XQN998g8vl4o033mD37t388Y9/5PXXX+eZZ56pOebll1+mpKSEjIwMBg0axKRJk2re27hxI5s3b2b69OkNMPrrl3m0kO25ZwkODGBceltrwRv/1/33zY9BsLVNCKubq97f+X6iQ6wtci7fv5/za9dibDZir3E26Pi+QgICbfS92+I2ASIiIh6qk8fn69vdd9/N3XffXfN9+/bt2bdvH7NmzeK1114DYO/evYwdO5aUlBQef/xx3nzT3dPK4XAwZcoU3nrrLQIDr/6xUEVFBRUVFTXfFxcX15ynurVIXag+lyfn/OtX7nUyw3skEhMa4PE4bMczCDq6ERNgp6rPRLAw/l35u9j27TaCAoIY22ms5dxPX+gpdq57d2ytW1uO3/KZO+eUWxIJiwqq0599XbFyD32Vv+eo/Hyfv+eo/K7/3FfjE4XQpRQVFRH3ncW3vXr1YvXq1UyaNInly5fTs2dPAF555RUGDx5MWlqaR+f93e9+xwsvvHDR6ytWrCD8GtpCXM3KlSuv+H5RJSzbFQjY6ODMZdmyXI/P3ffw/9IayI1JJ/OrTMDzDS8/OP8BAD0Ce7B17VaP4wDsZ86QtGwZNqDg9sFXzfH7Ks8GcOqbCLAZzgZls2zZAUvxN5rV/HyRv+eo/Hyfv+eo/KwrLS316DibMcbU+dXr2cGDB0lNTWXmzJk1H4EVFRUxZcoU1q9fT1JSErNmzcJutzN8+HA2btzIs88+y4oVK0hLS2P27NlEX2Y/m0vNCLVp04b8/Hyioqz15roSh8PBypUrueuuu7Db7Zc97o+rsvnLPw6R1i6GDyb18/wCRbkE/W8aNuPEMWktJHb3ODS3JJcff/ZjXMbFwh8tpFNMJ8+vC5x68UWKP/yI0P792TFq5FVz/L6/v7Gbo7sKSOnXjMHjO1u69o3k6T30Zf6eo/Lzff6eo/K7dsXFxSQkJFBUVHTFf78bdEbo+eefv+Tsy3dt2bKl1mxOXl4ed999N2PGjKm1Dig6Opr58+fXih0yZAivvvoq8+bN49ChQ+zbt4/Jkyfzm9/85rILp0NCQggJCbnodbvdXi+/hFc6b7nDycKtxwB4dGB7a9ff9lcwTmg/GHvrPpbG9MH+D3AZFwNaDaBr066WYh2nTlGy5BMA4idPhtOnLP3sTh8t4eiuggs9xSzm3EDq63fDm/h7jsrP9/l7jsrv2s7piQYthKZOnVqrZ9mlJCUl1Xydl5fH7bffTv/+/WvWAF3O22+/TUxMDCNHjmT06NGMGjUKu93OmDFjeO655+pi+PXu06w8zpyvpGV0KEO7JnoeWF4E29ybINJ/qqVrni0/y5LsJQA80s36IueCOXMwlZWE9elDaFpf+PxzS/HbPj8CQMe0RPUUExGReteghVBCQgIJCQkeHXv8+HFuv/12+vbtyzvvvENAwOUfeDt9+jQvvvgi69atA8DpdNZakOV0Oq9/8PXMGFPzyPz4/kkEBVp4wC9jLlSWQNMu0NFaS4wF+xZQ7iznprib6NfcwkdxgLOoiLMfLAAg/vHJlnuSnck7x8HM0wD0/aGeFBMRkfrnE4/P5+XlMXjwYNq0acNrr73G6dOnOXnyJCdPnrzk8dOmTeOpp56iVatWAAwYMIC5c+eyd+9e3nzzTQYMGHAjh39NNh8uYO+JYkLtATzYz0KneGcVbHJ3eqf/k2ChGCmvKueDb9yLpCd2m2i5kCmYNw9XaSkhnTvTZPBgS7EA2z5375zdoU9T4lta71AvIiJilU88NbZixQqys7PJzs6mdevWtd77/lrv5cuXc/DgQd5///2a16ZOncrWrVtJT0+nX79+zJgx44aM+3pUzwb9uE9rYsKDPQ/cswSKciGiKfSwtgni/x36PwrKC2gR0YK7ku6yFOsqLaXwvbmAe22Q1SLq7LelZG/9FoC+2kVaRERuEJ+YEZo4cSLGmEv++b5hw4axadOmWh+dhYeH8+GHH1JcXMyqVato1qzZjRy+ZbkFpazY457tstRl3hjY+D/ur2+eDHbPW2K4jIv3dr8HwPiu47EHWFu0dvajj3CePYu9bVui7h5mKRbca4OMgaQe8TRtG2k5XkRE5Fr4RCHU2Mz9OgeXgQEd40lJtFAUHN0IeZkQFOreSdqCtblrOVJ8hEh7JKM7jbYUayorOfO2uydZ/GOPYQuyNtFYdLqMfZvds0FpP0q2FCsiInI9VAh5mdLKKhZsPgrAI7daLAqq22n0GgsRni1Cr/bu7ncBdzuNCLu1VhxFn35K1bffEtS0KdE/HmUpFiBjRQ7GZWjTNY7E5Lrbq0lERORqVAh5mUUZxykur6JdfDhDulj4CO/MQfhmqfvrW560dM3tp7aTeSqToIAgHrrpIUuxxunkzOy3AIh75BECgi2sZwJKCsr5ZsMJANJ+lGQpVkRE5HqpEPIixhje3XAEgAn9kwgIsLDgeNMbgIFOQ6FpiqXrztnt3nPonvb30DS8qaXYkhUrqMzJISA6mtgHrHeoz1xxFJfT0ColhpYdYyzHi4iIXA8VQl7kqwP5ZJ86R0RwIGPSWl89oFrZWci88JTcLU9YumZOcQ5fHP0CgAldJ1iKNcaQP3s2AHE//SkBEdY+UjtfVMGedXkA9NVskIiINAAVQl7knfWHARiT1obIUAtPbWXOBcd5aNYV2g+2dM25e+ZiMPyg1Q/oGNvRUuz5DRuo2LMXW1gYsT+19pEaQObKozirXDRvH0XrzrGW40VERK6XCiEvcej0OdbsO43NBhNuTfI80Fl14WMx4JYpljZQLCgv+Gc7je7W22mcecu9NijmJz8hKNZaIVNWUsnuL48D7ifFrO47JCIiUhdUCHmJ9za6d1W+vXMzkhMsfMT0zf+5N1AMT7C8geKCbxZQ4ayga3xX0hLTrh7wHWW7dlO68WsIDCR+orWP1AC2f5FLVaWLZu0iadstznK8iIhIXVAh5AWKyx18tDUXsLiBIsDXs9x/3/yYpQ0Uy6rKWPCNuy/YI90esd4X7K/u2aCo4T/CfqGViafKzzvYufYY4N5FWrNBIiLSUFQIeYGPth7jfKWTjs2aMLCjhf1/jm2D3E0QGAxp1jZQ/DT7UworCmnVpBV3trPWmLXy6FFKlq8AIP6xSZZiAXauPYaj3El8qwiSe1rb70hERKQuqRBqYE6XYc6FR+Yn3mpxduTrCxsodv8JRCZauKaTOXvcj8yP7zqeoABrO0GfefttcLmIuO0HhHa29qi+o8LJjtXu2aDUu9ths7JFgIiISB1TIdTA1u47zdGCUqJCgxidauEjpqLjsHuJ++tbpli65prcNeSW5BIVHMWPO/7YUmxVfj5FixYDED/J+mzQnnV5lJ93EJUQSsdU7+75JiIi/k+FUAN772t3O40H+7UlPNjCzMzmN8E4IekH0KKnx2HGGN7Z7e4L9kDnBwi3h1sab8H772MqKwnt1ZPwm2+2FOuscrF9lTvfPkPbERCoXz8REWlY+peoAeWVwoZDBQTYYHz/dp4HVp6Hbe+6v7a4geL209vZcXoH9gA7424aZynWee48hfM/ANyzQVYXOe/ffJJzhRWERwXTpX9zS7EiIiL1QYVQA/ryhPvHP7Rrc1rHWpiZyfoAys9CbDKkDLN0zXd2uWeDRnQYQUKYtYXKZz/6CFdxMcFJSUTecYelWJfLkLHcPRvU6842BNkDLcWLiIjUBxVCDaSwtJKtp90zKpYemXe5/vnI/C1TIMDzguJw0WHW5q4FrqGdRmUlBe++C0DcY49iC7D2q3Mo8zRnvy0lJDyI7rdZe9xeRESkvqgQaiAfbj2Ow9i4qXkk/ZItbCiYvQrOZENIFPS29tHWe3vew2AY3How7WPaW4otWrqMqm+/JahpU6JHjrQUa4whY7l7w8geg1sTHGrtKTUREZH6okKogWSfOgfAhP5tr+2R+dSHISTS47D8snw+zf7Ufc1uFmeDXK6aDRTjJjxMQHCwpfjj35zl9NESgoID6DnEQjNZERGReqb/NG8gr/6kBykml3t6WFg0/O0eOLQWbAGQ/jNL11vwzQIqXZX0SOhB38S+lmLPrf0HldkHCWjShJgHHrAUC5C50r1rdteBLQlrYq2IEhERqU8qhBpQqwgIsbJo+Ou/uP++aQTEtPU4rNRRyoJ97nYaE7pNsN5O40Jz1dgHxxIY6fksFEBFYQCnDxQREGij952ej1lERORG0EdjvuLcadjxofvrW560FPrJwU8oqihyt9Noa62dRmlGBmUZGdjsdmLHj7cUC1ByyD0DlJLenMg4z3uhiYiI3AgqhHzFtnfAWQEtU6FNP4/DnC4nc/fMBdztNAItPGUGcOatvwIQPWok9mbWdoIuyDtP+Sk72CB1qGaDRETE+6gQ8gVVFbB5tvvr/k+ChY+21h5bS25JLpHBkZbbaVRkZ3Nu9Wqw2Yh79FFLsQDbL6wNSu6VQGzzCMvxIiIi9U2FkC/Y9TGcPwWRLaGrtUfX39v9HgD3p9xvuZ3Gmb++DUDknXcSkpxsKbY4v4yDGacB6DO0jaVYERGRG0WFkLcz5p+LpPtNhkC7x6E7T+8k41QGQbYgHuzyoKXLOk6epOizzwCIn/SYpViAzBVHMS4ISagioU0Ty/EiIiI3ggohb3dkHZzcCfZw6DvRUuh7e9yzQT9M/iGJEYmWYgvmvAcOB+E330xYr16WYs8XVbB3wwkAIttXWooVERG5kVQIebvqdhq9HoRwz3egzjuXx8qclQA83O1hS5d0FhVxduFCAOInT7IUC7BjdS7OKhfNkiIJiXNajhcREblRVAh5szMHYd8y99e3TLEUOm/vPJzGSXrzdLrEdbEUW/jBAlylpYR07kzED35gKbai1MHOfxwHoPfQNlbWdYuIiNxwKoS82aY3AAOdhkJCJ4/DzlWe4+MDHwPWZ4NcFRUUzHU/bh8/6THLmy/u/MdxHOVO4lpG0K6bhR5qIiIiDUCFkLcqOwuZ77u/tjgb9PGBjznvOE9ydDIDWw20FFv0ySc4z5whqGULou6+21Kso9JJ1hfuR+ZTh7XDFqDpIBER8W4qhLxV5lxwnIdmXaH97R6HVbmqmLd3HgAPd32YAJvnt9i4XBS88y4A8RMmYLN7/oQawN71eZSfcxCVEEqnNGubL4qIiDQEFULeyFkFm950f33LFEsbKK7KWcWJ8yeIC43jnvb3WLrsubVrqTx8mICoKKLv+4mlWKfTRebKowD0uastAYH61RIREe+nf6280TefQdFRCI+HHmM8DjPGMGf3HAAe6PwAoUHWentVb6AY+8ADBDaxthP0gc3fcq6ggrCoYLrc2sJSrIiISENRIeSNqjdQTHsM7GEeh2WeymTXmV0EBwTzQOcHLF2ybPt2yrZtA7ud2PE/tRRrXIaMFe7ZoN53tCHIbq2fmYiISENRIeRtjm2D3E0QYIebre3oXD0bNKLDCOLD4i3FnrmwNih6xAjLzVVzdp2h8MR5gkMD6XZbK0uxIiIiDUmFkLepng3q8ROIbO5x2NHio6zJXQO4u8xbUXn0KCUr3Zsvxj8y0VIsQMaKHAC63daKkLAgy/EiIiINRYWQNyk6DnuWuL+2+Mj83D1zMRgGthpIh5gOlmIL3p0DLhcRg24jpJPn+xUBnDhYxInsIgKCbPQaouaqIiLiW1QIeZMts8FVBe0GQgvP+3sVVRTxycFPAJjQbYKlS1YVFnJ20SIA4h951FIsQOaF2aDO6c2JiAmxHC8iItKQVAh5i8rzsPUd99f9n7AU+tH+jyirKiMlNoX05umWYgs/+ABTXk5ot26Ep/ezFFtw4jyHs/LB5n5kXkRExNeoEPIWWQug/CzEJkGK5zs6O5wO5u+dD7hng6y0xHCVl1P4vnvzxbhHH7HcTmP7hX2DknsmENvc2uP2IiIi3kCFkDdwuf7ZZT59CgR4/vj550c+53TZaZqGNeWHST+0dNmiTz7FWVCAvWVLooYNsxR7rrCCfZtOAu52GiIiIr7I5wqhiooKevfujc1mY/v27TWvFxQUMGLECJo0aUJqaipZWVm14p544glmzpx5g0froexVcOYAhERBn4c8DjPG8N7u9wAYd9M47IGet8Rwt9NwfxQXN3ECtiBrT3vtWJ2Ly2lo0TGa5u2jLcWKiIh4C58rhH75y1/SsmXLi15/+eWXKSkpISMjg0GDBjFp0qSa9zZu3MjmzZuZPn36DRypBdWPzKc+DCGRHodtOrmJfYX7CAsKY0yK5ztQA5xbs4bKI0cIiIoi5r77LMVWlDrY9dVx95A1GyQiIj7Mpwqhzz//nBUrVvDaa69d9N7evXsZO3YsKSkpPP744+zZswcAh8PBlClTeP311wkM9MIdj0/thUNrwBYA/R63FFq9geLIDiOJDrE2K1PTTmPsWAIirK3v2f1VHo5yJ3EtI2jXzdrGjSIiIt7EZ3a/+/bbb5k8eTJLliwhPDz8ovd79erF6tWrmTRpEsuXL6dnz54AvPLKKwwePJi0tDSPrlNRUUFFRUXN98XFxYC7oHI4HHWQCTXnA7Btcq8NcnUejrNJS/DwGoeKDrHu+Dps2BibMtbS2Mq2Z1GWkQF2O5FjH7AUW+Vwsf0L9yLpnkNaUeWsAuelj60+b13+3LyJv+cH/p+j8vN9/p6j8rv+c1+NzRhj6vzqdcwYw49+9CMGDBjAr3/9a44cOUJycjKZmZn07t0bgKKiIqZMmcL69etJSkpi1qxZ2O12hg8fzsaNG3n22WdZsWIFaWlpzJ49m+joS8+gPP/887zwwgsXvT5//vxLFmDXI9hRzNDd/0KgcfBVp19T0CTF49jFpYvZVrmNm+w38VCE5+uKAFrMfZ/IXbsoSkvj2zHWusyfy7VzdlcogaEumg86j82n5hRFRKSxKC0tZdy4cRQVFREVFXXZ4xq0ELpc0fFdW7ZsYcOGDSxcuJAvv/ySwMDASxZClzJkyBCmTZtGTk4On332GUuXLmXy5MnEx8dfduH0pWaE2rRpQ35+/hV/kFY5HA5y5j7JTScW4WrRB+cjK8DDx9cLygv40ZIfUemq5K93/pU+zfp4fN3Ko0c5es8IMIa2SxYT3MHzXahdLsNHL2+j6FQZt/y4PT2HXLmvmMPhYOXKldx1113Y7Z4v5PYV/p4f+H+Oys/3+XuOyu/aFRcXk5CQcNVCqEE/Gps6dSpjx4694jFJSUm89NJLfP3114SE1N65OC0tjYceeog5c+ZcFPf2228TExPDyJEjGT16NKNGjcJutzNmzBiee+65y14vJCTkousA2O32ur1JVRUkn/4CgID+TxIQHOxx6Me7P6bSVUn3+O7c3PJmS/v/nJk3D4yhyaBBRHTpYmnIBzNPUXSqjJDwIHoMao3d7tmvT53/7LyMv+cH/p+j8vN9/p6j8ru2c3qiQQuhhIQEEhISrnrcn/70J1566aWa7/Py8hg2bBgLFy4kPf3inZRPnz7Niy++yLp16wBwOp21Pod0Oi+zqOUGsu1ZQmhVEaZJc2zdRnkcV15VzsJ9CwHrGyi622ksBiDuUWvtNIwxZCx3rw3qPqgVwaE+s7xMRETksnziX7O2bWu3b2jSpAkAHTp0oHXr1hcdP23aNJ566ilatXJ/dDNgwADmzp3L0KFDefPNNxkwYED9D/oqAnYuAMCVNolAC/v/fHboMwrKC2gR0YI7291p6ZqF8+e722l07054v5stxeYdOMupI8UEBgXQ83Y1VxUREf/gd0tdly9fzsGDB3niiX/265o6dSrt27cnPT2dyspKZsyY0YAjdHPeP4+sNhNx9XnY4xiXcTF3z1wAHrrpIYICPK9jXeXlFM5zt+KIv4Z2GtWzQV1ubUF4lOcf44mIiHgzn5gR+r6kpCQut8Z72LBhDPteu4jw8HA+/PDDGzE0z9nDOZIwhK7hcR6HrDu+jkNFh4iwRzC602hLlyta8om7nUarVkQOHWopNv/YOY7uPoPNBn3u0myQiIj4D7+bEfJn7+1xt9O4r9N9RAZ7vgO1cTr/2U5jgvV2GpkrcwDokNqM6KZ1u4WAiIhIQ1Ih5CO+KfiGTSc2EWgL5KGbrO0bdG7NGipzcgiIjibmPmszScVnyjiw5RQAfYa2vcrRIiIivkWFkI+oXht0V7u7aNnk4l5rV3I97TSyvsjFuAytu8TSrF3d7aMkIiLiDVQI+YBTpadYdngZAA939XxxNUBpRiZlmZnY7HbifmptJqn8nIM96/IAzQaJiIh/UiHkA+bvnU+Vq4rUZqn0aNrDUmz12qCokfcS1LSppdid/zhGVaWLhDZNaHOT54u6RUREfIUKIS9X6ijlw/3uJ94e7mZtNqjyyBFKVq0CIP6RRyzFOiqd7FhzDIDUoe0sP24vIiLiC1QIebkl2UsoqSyhTWQbBrcebCn2zJw57nYagwcTYqGnGMA3G05Qfs5BVEIoHVKtzSSJiIj4ChVCXszpcvL+3vcBGN91PIEBgR7HVhUUUFTTTsPabJDL6WL7KvcGir3vbEtAoH5NRETEP+lfOC+2NnctuSW5RAVHMbLDSEuxhfM/wFRUENqjB+E3W2uncTDzNMX55YQ2sdPl1haWYkVERHyJCiEvVr2B4v2d7yfc7vlGhq6yMgrnzQOst9NwN1d1b6DY8/bW2IM9n4USERHxNSqEvNTO0zvJOJVBUEAQD3Z50FJs0Sef4CwsxN66NZF33WUp9tjeQvJzzxEUHECPQRc3tBUREfEnKoS8VPVs0I+Sf0Sz8GYexxmnkzPX0U4jY4V7NqjrgJaENrFbihUREfE1KoS8UN65PFbmrASsb6BYsno1jpyj19RO41ROMce+KcQWYKPXnWquKiIi/k+FkBeat3ceTuMkvUU6neM6W4otqG6n8eBYAsKtNUjNXOl+UqxTWjOi4sMsxYqIiPgiFUJepqSyhI8PfAzAhK4TLMWWZmRStn37hXYaP7UUW3S6lIPbqpurtrMUKyIi4qtUCHmZRQcWcd5xnvbR7RnQaoCl2DNv/xWA6FEjCUpIsBS7fVUuxkDbbvEktG5iKVZERMRXqRDyIlWuKubtdT/2/nDXhwmweX57Kg4f5twXqwGImzjR0nVLiyvZu+EEAKlqrioiIo2ICiEvsipnFSfOnyAuNI57OtxjKbagup3G7bdbbqexc+0xnA4XzZKiaJkSYylWRETEl6kQ8hLGGObsngPA2M5jCQkM8Ti26swZihYvAdwbKFpRWV7FzrXVzVXbqrmqiIg0KiqEvETGqQx2ndlFcEAw93e+31JsTTuNnj0JS0uzFLt3/QkqSquIbhZGcm81VxURkcZFhZCXeG+3ewPFER1GEB8W73Hc9bTTcH6nuWqfu9oSEKDZIBERaVxUCHmBnOIc1uSuAaxvoFi0ZAnOs2evqZ1G9tZTnCusICwqmM63NLcUKyIi4g9UCHmB9/e8j8Hwg1Y/oH1Me4/j3O003gXcT4rZAj1vkGqMIXOFezao5+2tCbKruaqIiDQ+KoQaWFFFEZ8c/ASACd2sbaBY8sUXOI4eJTA6mpjRP7YUm7ungDPHzxEUEkj321pZihUREfEXKoQa2MfZH1NWVUbn2M70a97P4zhjTE07jZhxD1pup5FxYTao28CWhEaouaqIiDROKoQaUJWpYsH+BYB7NsjKQueyzEzKsrKwBQcT99BDlq57KqeY4/sKCQiw0esONVcVEZHGS4VQA9rp2El+WT7Nwppxd9LdlmLPXJgNih5pvZ1G9dqgTjcnEhkXailWRETEn6gQaiDGGNaXrwfgwZsexB7o+cdTFYcOc271hXYaj0y0dN2i02UczKhurqp2GiIi0ripEGogm7/dzEnXSUIDQxmTMsZSbE07jSFDCGnv+VNmAFmrjtY0V41vpeaqIiLSuKkQaiDv730fgJEdRhIdEu1xnLudxmLAejuNshI1VxUREfmuoIYeQGP1ZK8nOZd/jgc7P2gprnDefExlJaG9ehLWt6+l2J1rj1HlcNGsXaSaq4qIiKAZoQbTJa4LYyLG0DbS85kZV1kZhfPnAxD/yKOWnjJzVDjZufY4AH2GtlNzVREREVQI+ZSzixe722m0aUPkXXdait274QTl5x1EJYTSvo+aq4qIiIAKIZ9hnE4K3p0DQNzECZbaabjUXFVEROSSVAj5iJJVF9ppxMQQM3q0pdiDGacpOVNOWKSdLv1b1NMIRUREfI8KIR9gjOHM238FIHbcgwSEhVmKzVzpng3qMbg1QcFqrioiIlJNhZAPKMvIoDxrB7bgYGItttM4tq+Q00dLCAoOoMeg1vU0QhEREd+kQsgH1LTTGDWKoPh4S7HV7TRuGtCS0CZqrioiIvJdKoS8XE07DZuNuIkTLcWezi0hd08BtgAbvdVcVURE5CIqhLxcwbvvAlxop5FsKbZ6Nqhj32ZEJXi+rkhERKSxUCHkxary8ylasgSw3k6jOL+M7G0XmqvepXYaIiIil6JCyIsVzne30wjr1Yuw1FRLsVlf5GJchjY3xdK0bWQ9jVBERMS3+VQhtHTpUtLT0wkLCyMhIYHR39lPp6CggBEjRtCkSRNSU1PJysqqFfvEE08wc+bMGz3ka+YqLaVwnrudRtyj1tpplJ9zsGd9HuBupyEiIiKX5jOF0Mcff8z48eN55JFHyMrKYv369YwbN67m/ZdffpmSkhIyMjIYNGgQkyZNqnlv48aNbN68menTpzfAyK/N2cWLcRYVYW/blsg777AUu+vLY1RVukho04TWXWLraYQiIiK+zye6z1dVVTFt2jReffVVHnvssZrXO3fuXPP13r17GTt2LCkpKTz++OO8+eabADgcDqZMmcJbb71FoAdtKSoqKqioqKj5vri4uOY8DoejrlKqOdelzmmcTs688y4AMeN/SpXLBS6XR+etqnSStfoYAD2HtKKqqqpuBnwNrpSjP/D3/MD/c1R+vs/fc1R+13/uq7EZY0ydX72Obd68mfT0dN5++23+9Kc/cfLkSXr37s1rr71Gt27dAPjVr37FwYMHmT9/Pv/zP//DwoUL2bhxIy+99BL5+fn813/9l0fXev7553nhhRcuen3+/PmEh4fXZVqX1WTHTlrOm4czPJxDv3oaExzscey5o3bO7g4lMMxF89vOY/OZOT8REZG6U1payrhx4ygqKiIqKuqyx/lEIbRgwQIefPBB2rZtyx/+8AeSkpKYOXMmK1asYP/+/cTFxVFUVMSUKVNYv349SUlJzJo1C7vdzvDhw9m4cSPPPvssK1asIC0tjdmzZxMdHX3Ja11qRqhNmzbk5+df8QdplcPhYOXKldx1113Y7f/c6NAYw7GHHqJi5y5if/4z4p980uNzulyGD1/cSnF+Obf+pD3dB7Wqs/Fei8vl6C/8PT/w/xyVn+/z9xyV37UrLi4mISHhqoVQg340drnZl+/asmULrgsfCz377LPcd999ALzzzju0bt2ajz76iJ/97GdER0czf/78WrFDhgzh1VdfZd68eRw6dIh9+/YxefJkfvOb31x24XRISAghISEXvW632+vll/D75y3dupWKnbuwhYSQMH48QRaumb3tFMX55YREBNH9B22w272jr1h9/ey8hb/nB/6fo/Lzff6eo/K7tnN6okELoalTpzJ27NgrHpOUlERJSQkAXbt2rXk9JCSE9u3bc/To0UvGvf3228TExDBy5EhGjx7NqFGjsNvtjBkzhueee67ukqhj19pOwxhD5oocwN1c1R7iHUWQiIiIN2vQQighIYGEhISrHte3b19CQkLYt28fAwcOBNzTaUeOHKFdu4sfDz99+jQvvvgi69atA8DpdNZakOV0Ouswi7pTcegQ59asudBOY4Kl2Lz9ZzmVU0KgPYCeg9VcVURExBM+8dRYVFQUP//5z5kxYwZt2rShXbt2vPrqqwCMGTPmouOnTZvGU089RatW7jUyAwYMYO7cuQwdOpQ333yTAQMG3NDxe6rgwpNiTe4YQkiyxXYaKy80V721BWGRni+uFhERacx8ohACePXVVwkKCmL8+PGUlZWRnp7O6tWriY2tvU/O8uXLOXjwIO+//37Na1OnTmXr1q2kp6fTr18/ZsyYcaOHf1VV+fkUffIJAPGPPmop9szxc+TsOoPNBr3vVHNVERERT/lMIWS323nttdd47bXXrnjcsGHDGDZsWK3XwsPD+fDDD+tzeNetYN48dzuN3r0Jt9hOo3o2qH2fZkQ3vTGP+IuIiPgD7TLjBVylpZyd/wEAcRabq5YUlHNg87cA9Bmq5qoiIiJWqBDyAmcXXWin0a4tkXdYa6eRtToXl8vQqnMMiUl1t8+RiIhIY6BCqIGZqioK3n0XgPiJE7F50AakWvl5B3u+UnNVERGRa6VCqIGd/2I1jmPHCIyNJXrUKEuxu786jqPCSXyrCNp2jaufAYqIiPgxFUINyRgKL8wGxY4bR0BYmMehVQ4nOy40V+0ztB02m60+RigiIuLXVAg1oLDDh6nY5W6nEfvQOEux+zd9S2lxJU1iQ+iY1qyeRigiIuLfVAg1oNgvvwQg+sejCIrz/KMt4zI1j8z3uqMNgYG6jSIiItdC/4I2kMpDh2iy9xuw2YifONFS7OEd+Zz9tpSQ8CC6DmxZPwMUERFpBFQINZCz770HQMSQIQQnJXkcZ4whY7m7uWr321oRHOoze2KKiIh4HRVCDSS0Z08q4+OJsdhc9cTBIr49XExgUAA9bldzVRERkeuh6YQGEjV6NEeCg+nau7eluMwV7rVBnfs3JyI6pB5GJiIi0nhoRqghBVj78RfknefIjnywQZ871U5DRETkeqkQ8iHbV11ortq7KTGJaq4qIiJyvVQI+YjzZyvYt+kkAH3u0myQiIhIXVAh5COyVufichpadIymefvohh6OiIiIX1Ah5AMqyqrY/eVxAFLVXFVERKTOqBDyAbu/Ok5luZPYFhG06x7f0MMRERHxGyqEvJzT4WLHF7mAe22QLUDNVUVEROqKCiEvt3/LSc4XVRIRHUxKv8SGHo6IiIhfUSHkxdzNVd2zQb3uaEtgkG6XiIhIXdK/rF4sZ9cZCk+cJzg0kG4/UHNVERGRuqZCyItlrHA3V+12WyuCw9QNRUREpK6pEPJSJw8VcSK7iIBAG72GtGno4YiIiPglFUJeqqa5anpzImLUXFVERKQ+qBDyQoUnz3Mo6zQAvdVOQ0REpN6oEPJC21flgoGkngnEtYho6OGIiIj4LRVCXuZ8UQX7vnY3V00dqtkgERGR+qRCyMvsXHMMZ5WL5u2jadExpqGHIyIi4tdUCHmRyvIqdl1ortpHs0EiIiL1ToWQF9mzLo+K0ipiEsNJ7pnQ0MMRERHxeyqEvITT6SJLzVVFRERuKBVCXiJ7y7ecK6wgPCqYlHQ1VxUREbkRVAh5AWMMmSvdGyj2HNKaIHtgA49IRESkcVAh5AWO7ingzPHz2EMC6X5bq4YejoiISKOhQsgLZFY3V/1BS0LC7Q08GhERkcZDhVADO5VTwvF9ZwkIsNFTzVVFRERuKBVCDWzHF8cA6NQvkci40AYejYiISOMS1NADaMyqzts4vj0fcD8yLyIiIjeWZoQaUMmRYIyBdt3jiW/VpKGHIyIi0uioEGogZSWVnD/mXhitdhoiIiINQ4VQA9n9ZR64bDRtF0nLTjENPRwREZFGyWcKof379zNy5EgSEhKIiopiwIABrFmzpub9goICRowYQZMmTUhNTSUrK6tW/BNPPMHMmTNv9LAvq7LcCTZDrztbY7OpnYaIiEhD8JlCaPjw4VRVVbF69Wq2bdtG7969ueeeezh58iQAL7/8MiUlJWRkZDBo0CAmTZpUE7tx40Y2b97M9OnTG2j0F7v1vg40H3SepJ7xDT0UERGRRssnCqH8/Hyys7N5+umn6dmzJ506deL3v/89paWl7N69G4C9e/cyduxYUlJSePzxx9mzZw8ADoeDKVOm8PrrrxMY6F2tK4LCDAFqrioiItJgfOLx+fj4eG666Sbee+89UlNTCQkJ4Y033iAxMZG+ffsC0KtXL1avXs2kSZNYvnw5PXv2BOCVV15h8ODBpKWleXStiooKKioqar4vLi4G3AWVw+Gos5yqz1WX5/Q2/p6jv+cH/p+j8vN9/p6j8rv+c1+NzRhj6vzq9eD48eOMHDmSjIwMAgICSExMZOnSpfTu3RuAoqIipkyZwvr160lKSmLWrFnY7XaGDx/Oxo0befbZZ1mxYgVpaWnMnj2b6OjoS17n+eef54UXXrjo9fnz5xMeHl6fKYqIiEgdKS0tZdy4cRQVFREVFXXZ4xq0ELpc0fFdW7ZsoW/fvowaNQqHw8Gzzz5LWFgYb731Fp9++ilbtmyhRYsWl4wdMmQI06ZNIycnh88++4ylS5cyefJk4uPjL7tw+lIzQm3atCE/P/+KP0irHA4HK1eu5K677sJu98/+Yv6eo7/nB/6fo/Lzff6eo/K7dsXFxSQkJFy1EGrQj8amTp3K2LFjr3hMUlISq1ev5rPPPqOwsLAmmb/85S+sXLmSOXPm8PTTT18U9/bbbxMTE8PIkSMZPXo0o0aNwm63M2bMGJ577rnLXi8kJISQkJCLXrfb7fXyS1hf5/Um/p6jv+cH/p+j8vN9/p6j8ru2c3qiQQuhhIQEEhISrnpcaWkpAAEBtdd2BwQE4HK5Ljr+9OnTvPjii6xbtw4Ap9NZ63NIp9N5vUMXERERP+ATT43179+f2NhYJkyYQFZWFvv37+ff/u3fOHz4MMOHD7/o+GnTpvHUU0/RqlUrAAYMGMDcuXPZu3cvb775JgMGDLjRKYiIiIgX8olCKCEhgb///e+cO3eOIUOGkJaWxrp16/jkk0/o1atXrWOXL1/OwYMHeeKJJ2pemzp1Ku3btyc9PZ3KykpmzJhxo1MQERERL+QTj88DpKWlsXz58qseN2zYMIYNG1brtfDwcD788MP6GpqIiIj4KJ+YERIRERGpDyqEREREpNFSISQiIiKNlgohERERabRUCImIiEij5TNPjTWU6g4k1c1X64rD4aC0tJTi4mK/3S3U33P09/zA/3NUfr7P33NUfteu+t/tq3USUyF0FSUlJQC0adOmgUciIiIiVpWUlFy20Tr4UPf5huJyucjLyyMyMhKbzVZn561u5pqbm1unzVy9ib/n6O/5gf/nqPx8n7/nqPyunTGGkpISWrZseVGLru/SjNBVBAQE0Lp163o7f1RUlF/+cn+Xv+fo7/mB/+eo/Hyfv+eo/K7NlWaCqmmxtIiIiDRaKoRERESk0VIh1EBCQkKYMWMGISEhDT2UeuPvOfp7fuD/OSo/3+fvOSq/+qfF0iIiItJoaUZIREREGi0VQiIiItJoqRASERGRRkuFkIiIiDRaKoTq0V/+8heSk5MJDQ2lb9++fPXVVzXvvfbaayQmJpKYmMgf//jHWnGbNm2ib9++OJ3OGz1kjz3//PPYbLZaf5o3b17zvq/l9+WXXzJixAhatmyJzWZjyZIltd43xvD888/TsmVLwsLCGDx4MLt37651zL/+678SFxdH27ZtWbBgQa33PvzwQ0aMGFHfaVzR1XKcOHHiRff0lltuqXWMt+b4u9/9jptvvpnIyEiaNWvGqFGj2LdvX61jfP0eepKjL9/DWbNm0bNnz5qN9fr378/nn39e876v3z+4eo6+fP8u5Xe/+x02m43p06fXvOaV99FIvViwYIGx2+1m9uzZZs+ePWbatGkmIiLC5OTkmB07dpiwsDDzxRdfmFWrVpnQ0FCzc+dOY4wxlZWVpnfv3mbz5s0NnMGVzZgxw3Tr1s2cOHGi5s+pU6eMMcYn81u2bJl59tlnzccff2wAs3jx4lrv//73vzeRkZHm448/Njt37jQPPPCAadGihSkuLjbGGPPpp5+axMREs2XLFjN//nwTGhpq8vPzjTHGFBYWmo4dO5qcnJwbnVYtV8txwoQJ5u677651T8+cOVPzvjfnOGzYMPPOO++YXbt2me3bt5vhw4ebtm3bmnPnztUc4+v30JMcffkefvrpp2bp0qVm3759Zt++feaZZ54xdrvd7Nq1yxjj+/eveoxXytGX79/3bd682SQlJZmePXuaadOm1bzujfdRhVA96devn/n5z39e67UuXbqYp59+2ixcuNCkp6fXOvbDDz80xhjz8ssvm1/84hc3dKzXYsaMGaZXr16XfM/X8/t+keByuUzz5s3N73//+5rXysvLTXR0tHn99deNMca88sor5oEHHqh5v1mzZjXF3uTJk80f/vCHGzN4D12uEBo5cuRlY3wpx1OnThnA/OMf/zDG+Oc9/H6OxvjXPTTGmNjYWPPWW2/55f2rVp2jMf5z/0pKSkynTp3MypUrzaBBg2oKIW+9j/porB5UVlaybds2hg4dWuv1oUOHsmHDBnr06MH+/fs5evQoOTk57N+/n+7du5Odnc27777LSy+91EAjt+bAgQO0bNmS5ORkxo4dy6FDhwD8Jr9qhw8f5uTJk7XuZ0hICIMGDWLDhg0A9OrVi61bt1JYWMi2bdsoKyujY8eOrFu3joyMDH7xi1801PAtWbt2Lc2aNSMlJYXJkydz6tSpmvd8KceioiIA4uLiAP+8h9/PsZo/3EOn08mCBQs4f/48/fv398v79/0cq/nD/XvyyScZPnw4d955Z63XvfY+1nlpJeb48eMGMOvXr6/1+ssvv2xSUlKMMcbMmjXLpKSkmJSUFDNr1ixjjDF33HGHWbx4sfnoo49Mt27dTO/evWv91543WbZsmfnb3/5mduzYUVP1JyYm1kxh+nJ+fG+2ZP369QYwx48fr3Xc5MmTzdChQ2u+nzFjhunQoYPp3r27WbRokamoqDDdu3c3W7duNX/+859NSkqKufXWW2umwRvS93M0xv1x7meffWZ27txpPv30U9OrVy/TrVs3U15eXnOML+TocrnMiBEjzMCBA2te87d7eKkcjfH9e7hjxw4TERFhAgMDTXR0tFm6dKkxxr/u3+VyNMb3758xxnzwwQeme/fupqyszBhjas0Ieet9VCFUD6oLoQ0bNtR6/aWXXjKdO3e+ZMw777xjRo0aZU6ePGmio6PN/v37zerVq02LFi1q/Y/AW507d84kJiaamTNnXvJ9X8rvcoVQXl5ereMmTZpkhg0bdtnzzJgxw0yfPt1kZWWZxMREc+rUKfP222+b1NTU+hq6xy5VCH1fXl6esdvt5uOPP77sMd6Y4xNPPGHatWtncnNza17zt3t4qRwvxdfuYUVFhTlw4IDZsmWLefrpp01CQoLZvXu3X92/y+V4Kb52/44ePWqaNWtmtm/fXvPapQohb7uPKoTqQUVFhQkMDDSLFi2q9fovfvELc9ttt110/OnTp01ycrLJzc01n3zyibn55ptr3ktISDA7duyo9zHXhTvvvPOidVHG+F5+3y8SDh48aACTkZFR67h7773XPPzww5c8x969e03Hjh1NSUmJ+e///m8zZswYY4y7YARMUVFRvY3fE54UQsYY07Fjx1qf53+XN+Y4depU07p1a3Po0KFar/vTPbxcjpfja/fwu+644w7z+OOP+9X9+77qHC/Hl+7f4sWLDWACAwNr/gDGZrOZwMBAk52d7ZX3UWuE6kFwcDB9+/Zl5cqVtV5fuXIlt95660XHT58+nX/5l3+hdevWOJ1OHA5HzXtVVVVe9Zj55VRUVLB3715atGhx0Xu+nl9ycjLNmzevdT8rKyv5xz/+ccn7aYzh8ccfZ+bMmTRp0qRWztV/u1yuGzP463DmzBlyc3MveU+9LUdjDFOnTmXRokWsXr2a5OTkWu/7wz28Wo6X4kv38FKMMVRUVPjF/buc6hwvxdfu3x133MHOnTvZvn17zZ+0tDQeeughtm/fTvv27b3zPl53KSWXVP34/F//+lezZ88eM336dBMREWGOHDlS67gVK1aYfv36GafTaYwx5tixYyY0NNQsW7bMvPHGGyY+Pt6UlpY2RApX9NRTT5m1a9eaQ4cOma+//trcc889JjIy0mfzKykpMZmZmSYzM9MA5g9/+IPJzMyseUzz97//vYmOjjaLFi0yO3fuNA8++GCtRz6/64033jD33XdfzfebNm0yUVFRZuPGjea5554zXbt2vWF5fdeVciwpKTFPPfWU2bBhgzl8+LBZs2aN6d+/v2nVqpVP5DhlyhQTHR1t1q5dW+vR4+/+bvn6Pbxajr5+D3/1q1+ZL7/80hw+fNjs2LHDPPPMMyYgIMCsWLHCGOP798+YK+fo6/fvcr770Zgx3nkfVQjVo//93/817dq1M8HBwSY1NfWihcGlpaUmJSXFZGZm1np99uzZJjEx0bRt29Z89tlnN3DEnqve+8Fut5uWLVua0aNHX/Q5ty/lt2bNGgNc9GfChAnGGPfi1BkzZpjmzZubkJAQc9ttt9XsjfRdJ0+eNO3atbtoMeALL7xg4uLiTJcuXcymTZtuREoXuVKOpaWlZujQoaZp06bGbrebtm3bmgkTJpijR49edB5vzPFSeQHmnXfeqTnG1+/h1XL09Xv46KOP1vz/ZdOmTc0dd9xRUwQZ4/v3z5gr5+jr9+9yvl8IeeN9tBljzPXPK4mIiIj4Hq0REhERkUZLhZCIiIg0WiqEREREpNFSISQiIiKNlgohERERabRUCImIiEijpUJIREREGi0VQiIiItJoqRASERGRRkuFkIh4rZ/97GeMGzeuoYchIn5MLTZExGsVFBQQEhJCRESER8dPnz6dI0eOsGTJkvodmIe8bTwicjHNCImI14qLi/O4CALYsmUL/fr1u+7rVlVVXfc5oO7GIyL1R4WQiHilI0eOYLPZyMnJITs7G5vNxtKlS7njjjsIDw+nc+fObNq0CQCHw0FwcDAbNmzg2WefxWazkZ6eXnOu3NxcHnroIWJjY4mNjWXcuHEUFhbWus7f/vY3brvtNkJCQli8ePFV41wuF7/97W/p1KkToaGhJCYmMn78eI/GIyLeQ4WQiHil7du3ExMTQ7t27cjKysJmszFz5kx+/etfk5WVRdu2bXn66acBCAwMZN26dTVxJ06cYPny5QBkZ2fTt29fOnTowMaNG1m1ahUHDx7k3/7t32qOB3jllVf4j//4D3bv3s3QoUOvGve73/2O+fPn8+abb7Jv3z4WLVrE4MGDrzoeEfEuQQ09ABGRS8nKyqJXr141X0dHR7Nw4UKaNm0KwKhRo5g1axYAAQEB5OXlER8fXxNT7ec//zlTpkzhhRdeqHntl7/8ZU1Bk5WVRUREBB999BFJSUk1x9x3331XjFu+fDnDhw/n9ttvB6Bdu3YMGDDgquMREe+iQkhEvNL27dtrFUIjRoyoKYIADh06RMeOHWu+z8zMvKjoyMnJ4YsvvmDDhg3MnDmz5nWn00mbNm1qrnPvvffWKoI8ibv33nv593//dzIzMxk9ejT3338/cXFxVxyPiHgfFUIi4pWysrK49957a77+93//91rvZ2Zmctttt9V8/93C6bvniIuLq1lL9F1hYWE1x1R/xGYl7v/9v//Hvffey5IlS/jzn//MM888w7Zt20hOTr7seETE+6gQEhGvU1xczJEjR+jVqxdFRUXk5OTQp0+fWsds376dX/ziFzXf79y5kx//+Me1jrHb7ZSUlNCiRYtLPn1WfZ3vn/tqcdVSUlL45S9/ybRp04iOjmbPnj01hdClxiMi3keLpUXE62RlZREYGEi3bt1qvv7u7EpOTg6FhYX07t275jWXy8WOHTvIy8ujqKgIgPT0dKKiohg/fjzbt28nOzubv//970ybNq3mOgEBAfTo0aPW9a8W95//+Z/MmTOHPXv2sG/fPn79618TGxvLrbfeesXxiIj3USEkIl4nKyuLLl26EBISUvN19UdS4P5YLCYmpta6npdeeomFCxfSqlUrfvOb3wDufYiWLVtGYWEhgwYNIjU1lWeeeaYmrvrcoaGhta5/tbjy8nJ++9vf0rdvXwYOHMiBAwdYvXo1sbGxVxyPiHgf7SwtIiIijZZmhERERKTRUiEkIiIijZYKIREREWm0VAiJiIhIo6VCSERERBotFUIiIiLSaKkQEhERkUZLhZCIiIg0WiqEREREpNFSISQiIiKNlgohERERabT+PxyzpJlABzp5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy\n",
    "from scipy.optimize import fsolve\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import ticker\n",
    "r_f,l_d,a,b = 0.03,0.5,4.0,32.0 \n",
    "\n",
    "#无风险响应函数\n",
    "def logic_response_fuc(r,a,b):\n",
    "    return math.e**(a-b*r)/(1+math.e**(a-b*r))\n",
    "#最大支付意愿密度\n",
    "def wilingness_pay_fuc(r,a,b):\n",
    "    return b*logic_response_fuc(r,a,b)*(1-logic_response_fuc(r,a,b))\n",
    "#固定违约率下的期望利润\n",
    "def e_p(r,p_b,a,b,r_f,l_d):\n",
    "    return logic_response_fuc(r,a,b)*((r-r_f)*(1-p_b)-(l_d+r_f)*p_b)\n",
    "#最优定价\n",
    "def logic_interest_optimum(p_b,r_f,l_d,a,b):\n",
    "    params = [p_b, r_f,l_d,a,b]\n",
    "    def func(r, params):\n",
    "        p_b,r_f,l_d,a,b = params\n",
    "        return r-r_f-(1.0+math.e**(a-b*r))/b-(r_f+l_d)*p_b/(1.0-p_b)\n",
    "    r = fsolve(func,[0.04], args=params)\n",
    "    return r[0]\n",
    "#绘制无风险响应函数和对应最大支付意愿密度\n",
    "r_list = np.linspace(0.001,1,200)\n",
    "q_list = [logic_response_fuc(i,a,b) for i in r_list]\n",
    "pay_list = [wilingness_pay_fuc(i,a,b) for i in r_list]\n",
    "fig,ax1 = plt.subplots()\n",
    "ax1.plot(r_list,q_list,color=\"blue\",label='response rate')\n",
    "ax1.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax1.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax1.set_xlabel(\"interest\")\n",
    "ax1.set_ylabel(\"response rate\")\n",
    "ax2=ax1.twinx()\n",
    "ax2.plot(r_list,pay_list,color=\"orange\",label='wilingness to pay density')\n",
    "#ax2.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax2.set_ylabel(\"wilingness to pay density\")\n",
    "fig.legend(loc=\"upper right\", bbox_to_anchor=(1, 1), bbox_transform=ax1.transAxes)\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "##绘制期望利润曲线分布\n",
    "fig,ax = plt.subplots()\n",
    "r_list = np.linspace(0,0.4,200)\n",
    "p_list = np.linspace(0,0.1,5)\n",
    "for i in p_list:\n",
    "    p_b_value = i\n",
    "    e_list = [e_p(i,p_b_value,a,b,r_f,l_d) for i in r_list]\n",
    "    plt.plot(r_list,e_list,label='$p_b=$'+str(round(i, 2)))\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"$interest$\")\n",
    "plt.ylabel(\"$E$\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "#绘制最优定价和响应率\n",
    "p_list = np.linspace(0.001,0.5,200)\n",
    "r_list = [logic_interest_optimum(i,r_f,l_d,a,b) for i in p_list]\n",
    "q_list = [logic_response_fuc(i,a,b) for i in r_list]\n",
    "fig,ax = plt.subplots()\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.plot(p_list,r_list,label='prime rate of interest')\n",
    "plt.plot(p_list,q_list,label='response rate')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"$p_b$\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 无逆向选择的风险响应函数和最优定价\n",
    "##### 相关参数\n",
    "$r_f:无风险利率$  \n",
    "$l_d:违约损失率（即用户发生违约平均损失本金百分比）$  \n",
    "$p_b:违约率（用户违约概率）$  \n",
    "$a,b,c:逻辑响应函数相关系数$  \n",
    "$r：利率$\n",
    "##### 逻辑响应函数\n",
    "$\\Large q(r,p)=\\frac{e^{a-br-c(1-p_b)}}{1+e^{a-br-c(1-p_b)}}$\n",
    "##### 最优利率\n",
    "$\\Large r(p)=r_f+(l_d+r_f)\\frac{p_b}{1-p_b}+\\frac{q(r,p)}{\\frac{\\partial }{\\partial r}(q(r,p)) }  $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:54: UserWarning: No contour levels were found within the data range.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy\n",
    "from scipy.optimize import fsolve\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import ticker\n",
    "r_f,l_d,a,b,c = 0.03,0.5,54.0,32.0,50.0\n",
    "\n",
    "#无逆向选择的逻辑风险响应函数\n",
    "def logic_response_fuc(r,p_b,a,b,c):\n",
    "    return math.e**(a-b*r-c*(1-p_b))/(1+math.e**(a-b*r-c*(1-p_b)))\n",
    "#最优定价\n",
    "def logic_interest_optimum(p_b,r_f,l_d,a,b,c):\n",
    "    params = [p_b, r_f,l_d,a,b,c]\n",
    "    def func(r, params):\n",
    "        p_b,r_f,l_d,a,b,c = params\n",
    "        return r-r_f-(1.0+math.e**(a-b*r-c*(1-p_b)))/b-(r_f+l_d)*p_b/(1.0-p_b)\n",
    "    r = fsolve(func,[0.04], args=params)\n",
    "    return r[0]\n",
    "\n",
    "#绘制最优定价和响应率\n",
    "p_list = np.linspace(0.001,0.5,200)\n",
    "r_list = [logic_interest_optimum(i,r_f,l_d,a,b,c) for i in p_list]\n",
    "q_list = [logic_response_fuc(i[0],i[1],a,b,c) for i in zip(r_list,p_list)]\n",
    "fig,ax = plt.subplots()\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.plot(p_list,r_list,label='prime rate of interest')\n",
    "plt.plot(p_list,q_list,label='response rate')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"$p_b$\")\n",
    "plt.show()\n",
    "\n",
    "#绘制无逆向选择的逻辑风险响应函数曲面\n",
    "p_b_array = np.linspace(0.001,1,200)\n",
    "r_array = np.linspace(0.001,1,200)\n",
    "xx,yy = np.meshgrid(p_b_array,r_array)\n",
    "zz = np.zeros((200,200),dtype=np.float32)\n",
    "for i in range(0,200):\n",
    "    for j in range(0,200):\n",
    "        zz[i,j] = logic_response_fuc(yy[i,j],xx[i,j],a,b,c)\n",
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
    "\n",
    "ax.plot_wireframe(xx,yy, zz,\n",
    "                  color = [0.5,0.5,0.5],\n",
    "                  linewidth = 0.25)\n",
    "\n",
    "colorbar = ax.contour(xx,yy, zz,10,\n",
    "             cmap = 'RdYlBu_r')\n",
    "\n",
    "ax.contour(xx,yy, zz, levels = [0],\n",
    "           colors = '#339933',\n",
    "           linestyles = '-')\n",
    "ax.plot(p_list, r_list, q_list, 'r-.', label='response rate', linewidth=1.0)\n",
    "fig.colorbar(colorbar, ax=ax)\n",
    "ax.set_proj_type('ortho')\n",
    "ax.set_xlabel('$p_b$')\n",
    "ax.set_ylabel('$r$')\n",
    "ax.set_zlabel('$q(r,p)$')\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.zaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.tight_layout()\n",
    "ax.set_xlim(xx.min(), xx.max())\n",
    "ax.set_ylim(yy.min(), yy.max())\n",
    "ax.legend(loc='upper right', frameon=False, fontsize=15)\n",
    "ax.view_init(azim=120, elev=10)\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 有逆向选择的风险响应函数和最优定价\n",
    "##### 相关参数\n",
    "$r_f:无风险利率$  \n",
    "$l_d:违约损失率（即用户发生违约平均损失本金百分比）$  \n",
    "$p_b:违约率（用户违约概率）$  \n",
    "$a,b,c:逻辑响应函数相关系数$  \n",
    "$d：线性对数逆向选择函数系数$\n",
    "$r：利率$\n",
    "##### 逻辑响应函数\n",
    "$\\Large q(r,p)=\\frac{e^{a-br-c(1-p_b)}}{1+e^{a-br-c(1-p_b)}}$\n",
    "##### 线性对数逆向选择函数\n",
    "$\\large \\widetilde{p}(r,p)=\\frac{1-p_b}{(1-p_b)+p_be^{dr}} $\n",
    "##### 最优利率\n",
    "$\\Large r(p)=-l_d+\\frac{(l_d+r_f)\\frac{\\partial q(r,q)}{\\partial r} -\\widetilde{p}(r,p)q(r,p)+1 }{\\frac{\\partial (\\widetilde{p}(r,p)q(r,p))}{\\partial r} }   $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:61: UserWarning: No contour levels were found within the data range.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import scipy\n",
    "from scipy.optimize import fsolve\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import ticker\n",
    "r_f,l_d,a,b,c,d = 0.03,0.5,54.0,32.0,50.0,0.5\n",
    "\n",
    "#无逆向选择的逻辑风险响应函数\n",
    "def logic_response_fuc(r,p_b,a,b,c):\n",
    "    return math.e**(a-b*r-c*(1-p_b))/(1+math.e**(a-b*r-c*(1-p_b)))\n",
    "#线性对数逆向选择函数\n",
    "def adverse_selection_fuc(r,p_b,d):\n",
    "    return 1-(1-p_b)/(1-p_b+p_b*math.e**(d*r))\n",
    "#最优定价\n",
    "def logic_interest_optimum(p_b,r_f,l_d,a,b,c,d,init):\n",
    "    params = [p_b, r_f,l_d,a,b,c,d]\n",
    "    def func(r, params):\n",
    "        p_b,r_f,l_d,a,b,c,d = params\n",
    "        return (r+l_d)*((p_b*d*math.e**(d*r))/(p_b*math.e**(d*r)+1.0-p_b)+b/(1+math.e**(a-b*r-c*(1-p_b))))-(((l_d+r_f)*b*(p_b*math.e**(d*r)+1.0-p_b))/((1-p_b)*(1+math.e**(a-b*r-c*(1-p_b))))+1.0)\n",
    "    r_rate = fsolve(func,[init], args=params,epsfcn=1.49012e-08,factor=100)\n",
    "    return r_rate[0]\n",
    "\n",
    "#绘制最优定价和响应率\n",
    "p_list = np.linspace(0.01,0.5,100)\n",
    "\n",
    "r_list = [logic_interest_optimum(i,r_f,l_d,a,b,c,d,i+0.2) for i in p_list]\n",
    "q_list = [logic_response_fuc(i[0],i[1],a,b,c) for i in zip(r_list,p_list)]\n",
    "p_rivse_list = [adverse_selection_fuc(i[0],i[1],d) for i in zip(r_list,p_list)]\n",
    "fig,ax = plt.subplots()\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.plot(p_list,r_list,label='prime rate of interest')\n",
    "plt.plot(p_list,q_list,label='response rate')\n",
    "plt.plot(p_list,p_rivse_list,label='rivsed bad rate')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"$p_b$\")\n",
    "plt.show()\n",
    "\n",
    "#绘制无逆向选择的逻辑风险响应函数曲面\n",
    "p_b_array = np.linspace(0.001,1,200)\n",
    "r_array = np.linspace(0.001,1,200)\n",
    "xx,yy = np.meshgrid(p_b_array,r_array)\n",
    "zz = np.zeros((200,200),dtype=np.float32)\n",
    "for i in range(0,200):\n",
    "    for j in range(0,200):\n",
    "        zz[i,j] = adverse_selection_fuc(r_array[j],p_b_array[i],d)\n",
    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
    "\n",
    "ax.plot_wireframe(xx,yy, zz,\n",
    "                  color = [0.5,0.5,0.5],\n",
    "                  linewidth = 0.25)\n",
    "\n",
    "colorbar = ax.contour(xx,yy, zz,10,\n",
    "             cmap = 'RdYlBu_r')\n",
    "\n",
    "ax.contour(xx,yy, zz, levels = [0],\n",
    "           colors = '#339933',\n",
    "           linestyles = '-')\n",
    "#ax.plot(p_list, r_list, q_list, 'r-.', label='response rate', linewidth=1.0)\n",
    "fig.colorbar(colorbar, ax=ax)\n",
    "ax.set_proj_type('ortho')\n",
    "ax.set_xlabel('$p_b$')\n",
    "ax.set_ylabel('$r$')\n",
    "ax.set_zlabel('$q(r,p)$')\n",
    "ax.yaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.xaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "ax.zaxis.set_major_formatter(ticker.PercentFormatter(xmax=1,decimals=0))\n",
    "plt.tight_layout()\n",
    "ax.set_xlim(xx.min(), xx.max())\n",
    "ax.set_ylim(yy.min(), yy.max())\n",
    "#ax.legend(loc='upper right', frameon=False, fontsize=15)\n",
    "ax.view_init(azim=-30, elev=20)\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "e42634819b8c191a5d07eaf23810ff32516dd8d3875f28ec3e488928fbd3c187"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
